{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5"
  },
  "orig_nbformat": 4,
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.9.5 64-bit"
  },
  "interpreter": {
   "hash": "f0936549add0340c2b95743eb84cb88609405aacf6ee6cff373ebccd58ee5d52"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "source": [
    "## Importing used packages\n",
    "The following libraries should be installed\n",
    "- pandas\n",
    "- lxlm\n",
    "- hexdump\n",
    "- six\n",
    "- matplotlib\n",
    "- plotly\n",
    "- chart_studio"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import Evtx.Evtx as evtx\n",
    "import Evtx.Views as e_views\n",
    "from lxml import etree\n",
    "import matplotlib.pyplot as plt\n",
    "import os"
   ]
  },
  {
   "source": [
    "## Defining our parser function using python-evtx project code\n",
    "The following portion of code defines the parser function evtx_dump from python-evtx project and also the helper function to store the data in a DataFrame with some tweaks to extract the provider name since not all event records contain Channel name.\n",
    "> References : \n",
    "> - https://medium.com/riga-data-science-club/transform-microsoft-xml-events-into-pandas-dataframe-11142501e7f9\n",
    "> - https://github.com/williballenthin/python-evtx"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def evtx_dump(FILENAME):\n",
    "    with evtx.Evtx(FILENAME) as log:\n",
    "        events= []\n",
    "        for record in log.records():\n",
    "            events.append(record.lxml())\n",
    "        return events\n",
    "\n",
    "def events_to_df(eventlist, tactic, filename):\n",
    "    df = pd.DataFrame()\n",
    "    tag = '{http://schemas.microsoft.com/win/2004/08/events/event}'\n",
    "    for idx, event in enumerate(eventlist):\n",
    "        edict = {}\n",
    "        for element in event.iterdescendants():\n",
    "            # filter out empty fields\n",
    "            if any(x in element.tag for x in ['System', 'Correlation']):\n",
    "                pass\n",
    "            elif any(x in element.tag for x in ['Provider']):\n",
    "                for item in element.items():\n",
    "                    edict[item[0]] = item[1]\n",
    "            elif any(x in element.tag for x in ['TimeCreated', 'Execution', 'Security']):\n",
    "                for item in element.items():\n",
    "                    edict[item[0]] = item[1]\n",
    "            elif 'Data' in element.tag:\n",
    "                for item in element.items():\n",
    "                    edict[item[1]] = element.text\n",
    "            else:\n",
    "                edict[element.tag.replace(tag,'')] = element.text\n",
    "        \n",
    "        edict['raw'] = etree.tostring(event, pretty_print=True).decode()\n",
    "    \n",
    "        edf = pd.DataFrame(edict, index=[idx])\n",
    "        edf['EVTX_Tactic'] = tactic\n",
    "        edf['EVTX_FileName'] = filename\n",
    "        df = df.append(edf, sort=True)    \n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "'e:\\\\CODING\\\\Github\\\\GitHub\\\\EVTX-ATTACK-SAMPLES\\\\EVTX_ATT&CK_Metadata'"
      ]
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "source": [
    "path_1=os.getcwd()\n",
    "path_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "e:\\CODING\\Github\\GitHub\\EVTX-ATTACK-SAMPLES\n"
     ]
    }
   ],
   "source": [
    "path_2=os.path.dirname(path_1)\n",
    "print(path_2)\n",
    "os.chdir(path_2)"
   ]
  },
  {
   "source": [
    "## Excluding specific files or Tactics\n",
    "This is useful for excluding some heavy files that contain too many events that might influence your insights about certain tactics and event providers.\n",
    "Notice here I excluded three heavy files that i consider whether time consuming due to the big number of events (PetitPotam contains more than 29K events) or contains too many records of the same event ID."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#You can exclude heavy files that might influence your insights about cenrtain tactics and event providers\n",
    "#PS: it could take too long\n",
    "\n",
    "#\"\"\"\n",
    "excluded_files = [\n",
    "    'etw_rpc_zerologon.evtx',\n",
    "    'CA_PetiPotam_etw_rpc_efsr_5_6.evtx',\n",
    "    'bits_openvpn.evtx'\n",
    "]\n",
    "\n",
    "tactics = [\n",
    "    'Command and Control',\n",
    "    'Credential Access',\n",
    "    'Defense Evasion',\n",
    "    'Discovery',\n",
    "    'Execution',\n",
    "    'Lateral Movement',\n",
    "    'Persistence',\n",
    "    'Privilege Escalation'\n",
    "]\n",
    "#\"\"\""
   ]
  },
  {
   "source": [
    "## Iterating through all folders and evtx files\n",
    "This portion of code will iterate through parse all evtx tactic folders provided previously.\n",
    "All the data will be appended to the DataFrame appended_data"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Command and Control\n",
      "[-] Excluded File:  bits_openvpn.evtx\n",
      "[-] Unsupported file: cmds over dns txt queries and reponses.pcap\n",
      "[+] Parsing:  DE_RDP_Tunneling_4624.evtx\n",
      "[+] Parsing:  DE_RDP_Tunneling_TerminalServices-RemoteConnectionManagerOperational_1149.evtx\n",
      "[+] Parsing:  DE_RDP_Tunnel_5156.evtx\n",
      "[+] Parsing:  DE_sysmon-3-rdp-tun.evtx\n",
      "[-] Unsupported file: readme.md\n",
      "[+] Parsing:  tunna_iis_rdp_smb_tunneling_sysmon_3.evtx\n",
      "[-] Unsupported file: Tunna_rdp_tunnel_IIS.log\n",
      "[-] Unsupported file: web_attack_and_isp_webshell_localhost_access_log.txt\n",
      "Credential Access\n",
      "[+] Parsing:  4794_DSRM_password_change_t1098.evtx\n",
      "[+] Parsing:  ACL_ForcePwd_SPNAdd_User_Computer_Accounts.evtx\n",
      "[+] Parsing:  babyshark_mimikatz_powershell.evtx\n",
      "[+] Parsing:  CA_4624_4625_LogonType2_LogonProc_chrome.evtx\n",
      "[+] Parsing:  CA_chrome_firefox_opera_4663.evtx\n",
      "[+] Parsing:  CA_DCSync_4662.evtx\n",
      "[+] Parsing:  CA_hashdump_4663_4656_lsass_access.evtx\n",
      "[+] Parsing:  CA_keefarce_keepass_credump.evtx\n",
      "[+] Parsing:  CA_keepass_KeeThief_Get-KeePassDatabaseKey.evtx\n",
      "[+] Parsing:  CA_Mimikatz_Memssp_Default_Logs_Sysmon_11.evtx\n",
      "[-] Excluded File:  CA_PetiPotam_etw_rpc_efsr_5_6.evtx\n",
      "[+] Parsing:  CA_protectedstorage_5145_rpc_masterkey.evtx\n",
      "[+] Parsing:  CA_sysmon_hashdump_cmd_meterpreter.evtx\n",
      "[+] Parsing:  CA_teamviewer-dumper_sysmon_10.evtx\n",
      "[+] Parsing:  dc_applog_ntdsutil_dfir_325_326_327.evtx\n",
      "[+] Parsing:  discovery_sysmon_1_iis_pwd_and_config_discovery_appcmd.evtx\n",
      "[-] Unsupported file: etw_ad_netlogon_provider_zerologon_mimikatz.etl\n",
      "[-] Excluded File:  etw_rpc_zerologon.evtx\n",
      "[+] Parsing:  kerberos_pwd_spray_4771.evtx\n",
      "[+] Parsing:  LsassSilentProcessExit_process_exit_monitor_3001_lsass.evtx\n",
      "[+] Parsing:  MSSQL_multiple_failed_logon_EventID_18456.evtx\n",
      "[+] Parsing:  phish_windows_credentials_powershell_scriptblockLog_4104.evtx\n",
      "[+] Parsing:  Powershell_4104_MiniDumpWriteDump_Lsass.evtx\n",
      "[+] Parsing:  ppl_bypass_ppldump_knowdll_hijack_sysmon_security.evtx\n",
      "[+] Parsing:  remote_pwd_reset_rpc_mimikatz_postzerologon_target_DC.evtx\n",
      "[+] Parsing:  Sysmon13_MachineAccount_Password_Hash_Changed_via_LsarSetSecret.evtx\n",
      "[+] Parsing:  sysmon17_18_kekeo_tsssp_default_np.evtx\n",
      "[+] Parsing:  sysmon_10_11_lsass_memdump.evtx\n",
      "[+] Parsing:  sysmon_10_11_outlfank_dumpert_and_andrewspecial_memdump.evtx\n",
      "[+] Parsing:  sysmon_10_1_memdump_comsvcs_minidump.evtx\n",
      "[+] Parsing:  sysmon_10_lsass_mimikatz_sekurlsa_logonpasswords.evtx\n",
      "[+] Parsing:  sysmon_13_keylogger_directx.evtx\n",
      "[+] Parsing:  Sysmon_13_Local_Admin_Password_Changed.evtx\n",
      "[+] Parsing:  sysmon_2x10_lsass_with_different_pid_RtlCreateProcessReflection.evtx\n",
      "[+] Parsing:  sysmon_3_10_Invoke-Mimikatz_hosted_Github.evtx\n",
      "[+] Parsing:  sysmon_rdrleakdiag_lsass_dump.evtx\n",
      "[+] Parsing:  Zerologon_CVE-2020-1472_DFIR_System_NetLogon_Error_EventID_5805.evtx\n",
      "[+] Parsing:  Zerologon_VoidSec_CVE-2020-1472_4626_LT3_Anonym_follwedby_4742_DC_Anony_DC.evtx\n",
      "Defense Evasion\n",
      "[+] Parsing:  apt10_jjs_sideloading_prochollowing_persist_as_service_sysmon_1_7_8_13.evtx\n",
      "[+] Parsing:  DE_104_system_log_cleared.evtx\n",
      "[+] Parsing:  DE_1102_security_log_cleared.evtx\n",
      "[+] Parsing:  DE_BYOV_Zam64_CA_Memdump_sysmon_7_10.evtx\n",
      "[+] Parsing:  DE_EventLog_Service_Crashed.evtx\n",
      "[+] Parsing:  DE_Fake_ComputerAccount_4720.evtx\n",
      "[+] Parsing:  de_hiding_files_via_attrib_cmdlet.evtx\n",
      "[+] Parsing:  DE_KernelDebug_and_TestSigning_ON_Security_4826.evtx\n",
      "[+] Parsing:  de_portforward_netsh_rdp_sysmon_13_1.evtx\n",
      "[+] Parsing:  DE_Powershell_CLM_Disabled_Sysmon_12.evtx\n",
      "[+] Parsing:  de_powershell_execpolicy_changed_sysmon_13.evtx\n",
      "[+] Parsing:  DE_ProcessHerpaderping_Sysmon_11_10_1_7.evtx\n",
      "[+] Parsing:  de_PsScriptBlockLogging_disabled_sysmon12_13.evtx\n",
      "[+] Parsing:  DE_remote_eventlog_svc_crash_byt3bl33d3r_sysmon_17_1_3.evtx\n",
      "[+] Parsing:  DE_renamed_psexec_service_sysmon_17_18.evtx\n",
      "[+] Parsing:  DE_suspicious_remote_eventlog_svc_access_5145.evtx\n",
      "[+] Parsing:  de_sysmon_13_VBA_Security_AccessVBOM.evtx\n",
      "[+] Parsing:  DE_UAC_Disabled_Sysmon_12_13.evtx\n",
      "[+] Parsing:  de_unmanagedpowershell_psinject_sysmon_7_8_10.evtx\n",
      "[+] Parsing:  DE_WinEventLogSvc_Crash_System_7036.evtx\n",
      "[+] Parsing:  DE_xp_cmdshell_enabled_MSSQL_EID_15457.evtx\n",
      "[+] Parsing:  DSE_bypass_BYOV_TDL_dummydriver_sysmon_6_7_13.evtx\n",
      "[+] Parsing:  evasion_codeinj_odzhan_conhost_sysmon_10_1.evtx\n",
      "[+] Parsing:  evasion_codeinj_odzhan_spoolsv_sysmon_10_1.evtx\n",
      "[+] Parsing:  faxhell_sysmon_7_1_18_3_bindshell_dllhijack.evtx\n",
      "[+] Parsing:  meterpreter_migrate_to_explorer_sysmon_8.evtx\n",
      "[+] Parsing:  process_suspend_sysmon_10_ga_800.evtx\n",
      "[+] Parsing:  sideloading_wwlib_sysmon_7_1_11.evtx\n",
      "[+] Parsing:  Sysmon 7  Update Session Orchestrator Dll Hijack.evtx\n",
      "[+] Parsing:  Sysmon 7 dllhijack_cdpsshims_CDPSvc.evtx\n",
      "[+] Parsing:  sysmon_10_1_ppid_spoofing.evtx\n",
      "[+] Parsing:  Sysmon_10_Evasion_Suspicious_NtOpenProcess_CallTrace.evtx\n",
      "[+] Parsing:  Sysmon_12_DE_AntiForensics_MRU_DeleteKey.evtx\n",
      "[+] Parsing:  sysmon_13_rdp_settings_tampering.evtx\n",
      "[+] Parsing:  sysmon_2_11_evasion_timestomp_MACE.evtx\n",
      "[+] Parsing:  Win_4985_T1186_Process_Doppelganging.evtx\n",
      "Discovery\n",
      "[+] Parsing:  dicovery_4661_net_group_domain_admins_target.evtx\n",
      "[+] Parsing:  discovery_bloodhound.evtx\n",
      "[+] Parsing:  discovery_enum_shares_target_sysmon_3_18.evtx\n",
      "[+] Parsing:  discovery_local_user_or_group_windows_security_4799_4798.evtx\n",
      "[+] Parsing:  discovery_meterpreter_ps_cmd_process_listing_sysmon_10.evtx\n",
      "[+] Parsing:  discovery_psloggedon.evtx\n",
      "[+] Parsing:  Discovery_Remote_System_NamedPipes_Sysmon_18.evtx\n",
      "[+] Parsing:  discovery_sysmon_18_Invoke_UserHunter_NetSessionEnum_DC-srvsvc.evtx\n",
      "[+] Parsing:  discovery_sysmon_3_Invoke_UserHunter_SourceMachine.evtx\n",
      "[+] Parsing:  discovery_UEFI_Settings_rweverything_sysmon_6.evtx\n",
      "Execution\n",
      "[+] Parsing:  evasion_execution_imageload_wuauclt_lolbas.evtx\n",
      "[+] Parsing:  execution_evasion_visual_studio_prebuild_event.evtx\n",
      "[+] Parsing:  exec_driveby_cve-2018-15982_sysmon_1_10.evtx\n",
      "[+] Parsing:  exec_msxsl_xsl_sysmon_1_7.evtx\n",
      "[+] Parsing:  exec_persist_rundll32_mshta_scheduledtask_sysmon_1_3_11.evtx\n",
      "[+] Parsing:  exec_sysmon_1_11_lolbin_rundll32_openurl_FileProtocolHandler.evtx\n",
      "[+] Parsing:  exec_sysmon_1_11_lolbin_rundll32_shdocvw_openurl.evtx\n",
      "[+] Parsing:  exec_sysmon_1_11_lolbin_rundll32_zipfldr_RouteTheCall.evtx\n",
      "[+] Parsing:  exec_sysmon_1_7_jscript9_defense_evasion.evtx\n",
      "[+] Parsing:  exec_sysmon_1_ftp.evtx\n",
      "[+] Parsing:  exec_sysmon_1_lolbin_pcalua.evtx\n",
      "[+] Parsing:  exec_sysmon_1_lolbin_renamed_regsvr32_scrobj.evtx\n",
      "[+] Parsing:  exec_sysmon_1_lolbin_rundll32_advpack_RegisterOCX.evtx\n",
      "[+] Parsing:  exec_sysmon_1_rundll32_pcwutl_LaunchApplication.evtx\n",
      "[+] Parsing:  exec_sysmon_lobin_regsvr32_sct.evtx\n",
      "[+] Parsing:  Exec_sysmon_meterpreter_reversetcp_msipackage.evtx\n",
      "[+] Parsing:  Exec_via_cpl_Application_Experience_EventID_17_ControlPanelApplet.evtx\n",
      "[+] Parsing:  exec_wmic_xsl_internet_sysmon_3_1_11.evtx\n",
      "[+] Parsing:  revshell_cmd_svchost_sysmon_1.evtx\n",
      "[+] Parsing:  rogue_msi_url_1040_1042.evtx\n",
      "[+] Parsing:  susp_explorer_exec.evtx\n",
      "[+] Parsing:  susp_explorer_exec_root_cmdline_@rimpq_@CyberRaiju.evtx\n",
      "[+] Parsing:  sysmon_11_1_lolbas_downldr_desktopimgdownldr.evtx\n",
      "[+] Parsing:  sysmon_1_11_rundll32_cpl_ostap.evtx\n",
      "[+] Parsing:  Sysmon_Exec_CompiledHTML.evtx\n",
      "[+] Parsing:  sysmon_exec_from_vss_persistence.evtx\n",
      "[+] Parsing:  sysmon_lolbas_rundll32_zipfldr_routethecall_shell.evtx\n",
      "[+] Parsing:  sysmon_lolbin_bohops_vshadow_exec.evtx\n",
      "[+] Parsing:  Sysmon_meterpreter_ReflectivePEInjection_to_notepad_.evtx\n",
      "[+] Parsing:  sysmon_mshta_sharpshooter_stageless_meterpreter.evtx\n",
      "[+] Parsing:  sysmon_vbs_sharpshooter_stageless_meterpreter.evtx\n",
      "[+] Parsing:  temp_scheduled_task_4698_4699.evtx\n",
      "[+] Parsing:  windows_bits_4_59_60_lolbas desktopimgdownldr.evtx\n",
      "Lateral Movement\n",
      "[+] Parsing:  dfir_rdpsharp_target_RdpCoreTs_168_68_131.evtx\n",
      "[+] Parsing:  DFIR_RDP_Client_TimeZone_RdpCoreTs_104_example.evtx\n",
      "[+] Parsing:  ImpersonateUser-via local Pass The Hash Sysmon and Security.evtx\n",
      "[+] Parsing:  lateral_movement_startup_3_11.evtx\n",
      "[+] Parsing:  LM_4624_mimikatz_sekurlsa_pth_source_machine.evtx\n",
      "[+] Parsing:  LM_5145_Remote_FileCopy.evtx\n",
      "[+] Parsing:  LM_add_new_namedpipe_tp_nullsession_registry_turla_like_ttp.evtx\n",
      "[+] Parsing:  LM_DCOM_MSHTA_LethalHTA_Sysmon_3_1.evtx\n",
      "[+] Parsing:  LM_dcom_shwnd_shbrwnd_mmc20_failed_traces_system_10016.evtx\n",
      "[+] Parsing:  LM_ImageLoad_NFSH_Sysmon_7.evtx\n",
      "[+] Parsing:  LM_impacket_docmexec_mmc_sysmon_01.evtx\n",
      "[+] Parsing:  LM_NewShare_Added_Sysmon_12_13.evtx\n",
      "[+] Parsing:  LM_PowershellRemoting_sysmon_1_wsmprovhost.evtx\n",
      "[+] Parsing:  LM_regsvc_DirectoryServiceExtPt_Lsass_NTDS_AdamXpn.evtx\n",
      "[+] Parsing:  LM_REMCOM_5145_TargetHost.evtx\n",
      "[+] Parsing:  lm_remote_registry_sysmon_1_13_3.evtx\n",
      "[+] Parsing:  LM_Remote_Service01_5145_svcctl.evtx\n",
      "[+] Parsing:  LM_Remote_Service02_7045.evtx\n",
      "[+] Parsing:  LM_renamed_psexecsvc_5145.evtx\n",
      "[+] Parsing:  LM_ScheduledTask_ATSVC_target_host.evtx\n",
      "[+] Parsing:  lm_sysmon_18_remshell_over_namedpipe.evtx\n",
      "[+] Parsing:  LM_sysmon_1_12_13_3_tsclient_SharpRdp.evtx\n",
      "[+] Parsing:  LM_sysmon_3_12_13_1_SharpRDP.evtx\n",
      "[+] Parsing:  LM_sysmon_3_DCOM_ShellBrowserWindow_ShellWindows.evtx\n",
      "[+] Parsing:  LM_sysmon_psexec_smb_meterpreter.evtx\n",
      "[+] Parsing:  LM_sysmon_remote_task_src_powershell.evtx\n",
      "[+] Parsing:  LM_tsclient_startup_folder.evtx\n",
      "[+] Parsing:  LM_typical_IIS_webshell_sysmon_1_10_traces.evtx\n",
      "[+] Parsing:  LM_winrm_exec_sysmon_1_winrshost.evtx\n",
      "[+] Parsing:  LM_winrm_target_wrmlogs_91_wsmanShellStarted_poorLog.evtx\n",
      "[+] Parsing:  LM_WMIC_4648_rpcss.evtx\n",
      "[+] Parsing:  LM_wmiexec_impacket_sysmon_whoami.evtx\n",
      "[+] Parsing:  LM_WMI_4624_4688_TargetHost.evtx\n",
      "[+] Parsing:  LM_wmi_PoisonHandler_Mr-Un1k0d3r_sysmon_1_13.evtx\n",
      "[+] Parsing:  LM_xp_cmdshell_MSSQL_Events.evtx\n",
      "[+] Parsing:  MSSQL_15281_xp_cmdshell_exec_failed_attempt.evtx\n",
      "[+] Parsing:  net_share_drive_5142.evtx\n",
      "[+] Parsing:  powercat_revShell_sysmon_1_3.evtx\n",
      "[+] Parsing:  remote task update 4624 4702 same logonid.evtx\n",
      "[+] Parsing:  RemotePowerShell_MS_Windows-Remote_Management_EventID_169.evtx\n",
      "[+] Parsing:  remote_file_copy_system_proc_file_write_sysmon_11.evtx\n",
      "[+] Parsing:  sharprdp_sysmon_7_mstscax.dll.evtx\n",
      "[+] Parsing:  smbmap_upload_exec_sysmon.evtx\n",
      "[+] Parsing:  smb_bi_auth_conn_spoolsample.evtx\n",
      "[+] Parsing:  spoolsample_5145.evtx\n",
      "[+] Parsing:  sysmon_1_exec_via_sql_xpcmdshell.evtx\n",
      "[+] Parsing:  wmi_remote_registry_sysmon.evtx\n",
      "Persistence\n",
      "[+] Parsing:  DACL_DCSync_Right_Powerview_ Add-DomainObjectAcl.evtx\n",
      "[+] Parsing:  evasion_persis_hidden_run_keyvalue_sysmon_13.evtx\n",
      "[+] Parsing:  Network_Service_Guest_added_to_admins_4732.evtx\n",
      "[+] Parsing:  persistence_accessibility_features_osk_sysmon1.evtx\n",
      "[+] Parsing:  persistence_hidden_local_account_sysmon.evtx\n",
      "[+] Parsing:  persistence_pendingGPO_sysmon_13.evtx\n",
      "[+] Parsing:  persistence_security_dcshadow_4742.evtx\n",
      "[+] Parsing:  Persistence_Shime_Microsoft-Windows-Application-Experience_Program-Telemetry_500.evtx\n",
      "[+] Parsing:  persistence_SilentProcessExit_ImageHijack_sysmon_13_1.evtx\n",
      "[+] Parsing:  persistence_startup_UserShellStartup_Folder_Changed_sysmon_13.evtx\n",
      "[+] Parsing:  persistence_sysmon_11_13_1_shime_appfix.evtx\n",
      "[+] Parsing:  Persistence_Winsock_Catalog Change EventId_1.evtx\n",
      "[+] Parsing:  persist_bitsadmin_Microsoft-Windows-Bits-Client-Operational.evtx\n",
      "[+] Parsing:  persist_firefox_comhijack_sysmon_11_13_7_1.evtx\n",
      "[+] Parsing:  persist_turla_outlook_backdoor_comhijack.evtx\n",
      "[+] Parsing:  persist_valid_account_guest_rid_hijack.evtx\n",
      "[+] Parsing:  sysmon_13_1_persistence_via_winlogon_shell.evtx\n",
      "[+] Parsing:  sysmon_1_persist_bitsjob_SetNotifyCmdLine.evtx\n",
      "[+] Parsing:  sysmon_1_smss_child_proc_bootexecute_setupexecute.evtx\n",
      "[+] Parsing:  sysmon_20_21_1_CommandLineEventConsumer.evtx\n",
      "[+] Parsing:  sysmon_local_account_creation_and_added_admingroup_12_13.evtx\n",
      "[+] Parsing:  wmighost_sysmon_20_21_1.evtx\n",
      "Privilege Escalation\n",
      "[+] Parsing:  4624 LT3 AnonymousLogon Localhost - JuicyPotato.evtx\n",
      "[+] Parsing:  4765_sidhistory_add_t1178.evtx\n",
      "[+] Parsing:  CVE-2020-0796_SMBV3Ghost_LocalPrivEsc_Sysmon_3_1_10.evtx\n",
      "[+] Parsing:  eop_appcontainer_il_broker_filewrite.evtx\n",
      "[+] Parsing:  Invoke_TokenDuplication_UAC_Bypass4624.evtx\n",
      "[+] Parsing:  PrivEsc_CVE-2020-1313_Sysmon_13_UScheduler_Cmdline.evtx\n",
      "[+] Parsing:  PrivEsc_Imperson_NetSvc_to_Sys_Decoder_Sysmon_1_17_18.evtx\n",
      "[+] Parsing:  PrivEsc_NetSvc_SessionToken_Retrival_via_localSMB_Auth_5145.evtx\n",
      "[+] Parsing:  privesc_registry_symlink_CVE-2020-1377.evtx\n",
      "[+] Parsing:  privesc_roguepotato_sysmon_17_18.evtx\n",
      "[+] Parsing:  privesc_rotten_potato_from_webshell_metasploit_sysmon_1_8_3.evtx\n",
      "[+] Parsing:  PrivEsc_SeImpersonatePriv_enabled_back_for_upnp_localsvc_4698.evtx\n",
      "[+] Parsing:  privesc_seimpersonate_tosys_spoolsv_sysmon_17_18.evtx\n",
      "[+] Parsing:  privesc_spoolsv_spl_file_write_sysmon11.evtx\n",
      "[+] Parsing:  privesc_sysmon_cve_20201030_spooler.evtx\n",
      "[+] Parsing:  privesc_unquoted_svc_sysmon_1_11.evtx\n",
      "[+] Parsing:  privexchange_dirkjan.evtx\n",
      "[+] Parsing:  RogueWinRM.evtx\n",
      "[+] Parsing:  Runas_4624_4648_Webshell_CreateProcessAsUserA.evtx\n",
      "[+] Parsing:  security_4624_4673_token_manip.evtx\n",
      "[+] Parsing:  sysmon_11_1_15_WScriptBypassUAC.evtx\n",
      "[+] Parsing:  sysmon_11_1_7_uacbypass_cliconfg.evtx\n",
      "[+] Parsing:  sysmon_11_7_1_uacbypass_windirectory_mocking.evtx\n",
      "[+] Parsing:  sysmon_13_1_12_11_perfmonUACBypass.evtx\n",
      "[+] Parsing:  sysmon_13_1_compmgmtlauncherUACBypass.evtx\n",
      "[+] Parsing:  sysmon_13_1_meterpreter_getsystem_NamedPipeImpersonation.evtx\n",
      "[+] Parsing:  Sysmon_13_1_UACBypass_SDCLTBypass.evtx\n",
      "[+] Parsing:  Sysmon_13_1_UAC_Bypass_EventVwrBypass.evtx\n",
      "[+] Parsing:  sysmon_1_11_exec_as_system_via_schedtask.evtx\n",
      "[+] Parsing:  sysmon_1_13_11_cmstp_ini_uacbypass.evtx\n",
      "[+] Parsing:  sysmon_1_13_UACBypass_AppPath_Control.evtx\n",
      "[+] Parsing:  sysmon_1_7_11_mcx2prov_uacbypass.evtx\n",
      "[+] Parsing:  sysmon_1_7_11_migwiz.evtx\n",
      "[+] Parsing:  sysmon_1_7_11_sysprep_uacbypass.evtx\n",
      "[+] Parsing:  sysmon_1_7_elevate_uacbypass_sysprep.evtx\n",
      "[+] Parsing:  sysmon_privesc_from_admin_to_system_handle_inheritance.evtx\n",
      "[+] Parsing:  sysmon_privesc_psexec_dwell.evtx\n",
      "[+] Parsing:  sysmon_uacbypass_CDSSync_schtask_hijack_byeintegrity5.evtx\n",
      "[+] Parsing:  Sysmon_UACME_22.evtx\n",
      "[+] Parsing:  Sysmon_UACME_23.evtx\n",
      "[+] Parsing:  Sysmon_UACME_30.evtx\n",
      "[+] Parsing:  Sysmon_UACME_32.evtx\n",
      "[+] Parsing:  Sysmon_UACME_33.evtx\n",
      "[+] Parsing:  Sysmon_UACME_34.evtx\n",
      "[+] Parsing:  Sysmon_UACME_36_FileCreate.evtx\n",
      "[+] Parsing:  Sysmon_UACME_37_FileCreate.evtx\n",
      "[+] Parsing:  Sysmon_UACME_38.evtx\n",
      "[+] Parsing:  Sysmon_UACME_39.evtx\n",
      "[+] Parsing:  Sysmon_UACME_41.evtx\n",
      "[+] Parsing:  Sysmon_UACME_43.evtx\n",
      "[+] Parsing:  Sysmon_UACME_45.evtx\n",
      "[+] Parsing:  Sysmon_UACME_53.evtx\n",
      "[+] Parsing:  Sysmon_UACME_54.evtx\n",
      "[+] Parsing:  Sysmon_UACME_56.evtx\n",
      "[+] Parsing:  Sysmon_uacme_58.evtx\n",
      "[+] Parsing:  Sysmon_UACME_63.evtx\n",
      "[+] Parsing:  Sysmon_UACME_64.evtx\n",
      "[+] Parsing:  System_7045_namedpipe_privesc.evtx\n",
      "[+] Parsing:  UACME_59_Sysmon.evtx\n",
      "[+] Parsing:  UACME_61_Changepk.evtx\n",
      "[+] Parsing:  win10_4703_SeDebugPrivilege_enabled.evtx\n"
     ]
    }
   ],
   "source": [
    "dfs=[]\n",
    "appended_data = []\n",
    "for tactic in tactics:\n",
    "    # iterate through all file\n",
    "    print(tactic)\n",
    "    path = path_2 + '\\\\' + tactic\n",
    "    if os.path.exists(path):\n",
    "        files = os.listdir(path)\n",
    "        for file in files:\n",
    "            # Excluding files in excluded_files list\n",
    "            if file.endswith(\".evtx\") and file in excluded_files:\n",
    "                print(\"[-] Excluded File: \", file)\n",
    "            elif file.endswith(\".evtx\"):\n",
    "                parsing_file=path+'\\\\'+file\n",
    "                print(\"[+] Parsing: \", file)\n",
    "                pd.set_option('display.max_colwidth', None)\n",
    "                pd.set_option('display.max_columns', None)\n",
    "                pd.set_option('display.max_rows', None)\n",
    "                dfs.append(events_to_df(evtx_dump(parsing_file), tactic, file))\n",
    "                #appended_data.append(dfs)\n",
    "            else : print(\"[-] Unsupported file:\", file)\n",
    "        appended_data = pd.concat(dfs, ignore_index=True)\n",
    "    else : print(\"[-] Following Tactic doesn't exist: \", tactic)"
   ]
  },
  {
   "source": [
    "## Printing some DataFrame basic information:"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "DataFrame shape :\n(4633, 326)\nParsed Event Fields :\n['AuthenticationPackageName', 'Channel', 'Computer', 'EVTX_FileName', 'EVTX_Tactic', 'EventID', 'EventRecordID', 'Guid', 'IpAddress', 'IpPort', 'KeyLength', 'Keywords', 'Level', 'LmPackageName', 'LogonGuid', 'LogonProcessName', 'LogonType', 'ProviderName', 'Opcode', 'ProcessID', 'ProcessId', 'ProcessName', 'SubjectDomainName', 'SubjectLogonId', 'SubjectUserName', 'SubjectUserSid', 'SystemTime', 'TargetDomainName', 'TargetLogonId', 'TargetUserName', 'TargetUserSid', 'Task', 'ThreadID', 'TransmittedServices', 'UserID', 'Version', 'WorkstationName', 'raw', '{Event_NS}EventXML', '{Event_NS}Param1', '{Event_NS}Param2', '{Event_NS}Param3', '{Event_NS}listenerName', 'Application', 'CommandLine', 'DestAddress', 'DestPort', 'Direction', 'FilterRTID', 'LayerName', 'LayerRTID', 'NewProcessId', 'NewProcessName', 'PrivilegeList', 'Protocol', 'RemoteMachineID', 'RemoteUserID', 'SourceAddress', 'SourcePort', 'TargetInfo', 'TargetLogonGuid', 'TargetServerName', 'TokenElevationType', '{http://manifests.microsoft.com/win/2004/08/windows/eventlog}LogFileCleared', '{http://manifests.microsoft.com/win/2004/08/windows/eventlog}SubjectDomainName', '{http://manifests.microsoft.com/win/2004/08/windows/eventlog}SubjectLogonId', '{http://manifests.microsoft.com/win/2004/08/windows/eventlog}SubjectUserName', '{http://manifests.microsoft.com/win/2004/08/windows/eventlog}SubjectUserSid', 'Company', 'CurrentDirectory', 'Description', 'DestinationHostname', 'DestinationIp', 'DestinationIsIpv6', 'DestinationPort', 'DestinationPortName', 'FileVersion', 'Hashes', 'Image', 'ImageLoaded', 'Initiated', 'IntegrityLevel', 'LogonId', 'ParentCommandLine', 'ParentImage', 'ParentProcessGuid', 'ParentProcessId', 'ProcessGuid', 'Product', 'RuleName', 'Signature', 'SignatureStatus', 'Signed', 'SourceHostname', 'SourceIp', 'SourceIsIpv6', 'SourcePortName', 'TerminalSessionId', 'User', 'UtcTime', 'Status', 'Workstation', 'AccessList', 'AccessMask', 'AccountExpires', 'AdditionalInfo', 'AdditionalInfo2', 'AllowedToDelegateTo', 'AppCorrelationID', 'AttributeLDAPDisplayName', 'AttributeSyntaxOID', 'AttributeValue', 'AuditPolicyChanges', 'CategoryId', 'ComputerAccountChange', 'DSName', 'DSType', 'DisplayName', 'DnsHostName', 'Dummy', 'HandleId', 'HomeDirectory', 'HomePath', 'LogonHours', 'NewUacValue', 'ObjectClass', 'ObjectDN', 'ObjectGUID', 'ObjectName', 'ObjectServer', 'ObjectType', 'OldUacValue', 'OpCorrelationID', 'OperationType', 'PasswordLastSet', 'PrimaryGroupId', 'ProfilePath', 'Properties', 'SamAccountName', 'ScriptPath', 'ServicePrincipalNames', 'SidHistory', 'SubcategoryGuid', 'SubcategoryId', 'TargetSid', 'TaskContentNew', 'TaskName', 'UserAccountControl', 'UserParameters', 'UserPrincipalName', 'UserWorkstations', 'CallTrace', 'Configuration', 'ConfigurationFileHash', 'CreationUtcTime', 'EventType', 'GrantedAccess', 'SchemaVersion', 'SourceImage', 'SourceProcessGUID', 'SourceProcessId', 'SourceThreadId', 'State', 'TargetFilename', 'TargetImage', 'TargetObject', 'TargetProcessGUID', 'TargetProcessId', 'ElevatedToken', 'FailureReason', 'ImpersonationLevel', 'RestrictedAdminMode', 'SubStatus', 'TargetLinkedLogonId', 'TargetOutboundDomainName', 'TargetOutboundUserName', 'VirtualAccount', 'AccessReason', 'ResourceAttributes', 'RestrictedSidCount', 'TransactionId', 'NewThreadId', 'SourceProcessGuid', 'StartAddress', 'StartFunction', 'StartModule', 'TargetProcessGuid', 'RelativeTargetName', 'ShareLocalPath', 'ShareName', 'Binary', 'CertIssuerName', 'CertSerialNumber', 'CertThumbprint', 'PreAuthType', 'ServiceName', 'ServiceSid', 'TicketEncryptionType', 'TicketOptions', 'EVENT_PROCESSTERMINATION_CROSSPROCESS', 'EventSourceName', 'param1', 'param2', 'param3', 'param4', 'MessageNumber', 'MessageTotal', 'Path', 'ScriptBlockId', 'ScriptBlockText', 'NewState', 'OriginalFileName', 'ResourceManager', 'PackageName', 'Details', 'PipeName', '{http://manifests.microsoft.com/win/2004/08/windows/eventlog}BackupPath', '{http://manifests.microsoft.com/win/2004/08/windows/eventlog}Channel', 'AdvancedOptions', 'ConfigAccessPolicy', 'DisableIntegrityChecks', 'FlightSigning', 'HypervisorDebug', 'HypervisorLaunchType', 'HypervisorLoadOptions', 'KernelDebug', 'LoadOptions', 'RemoteEventLogging', 'TestSigning', 'VsmLaunchType', 'PreviousCreationUtcTime', 'CallerProcessId', 'CallerProcessName', '{http://www.microsoft.com/Windows/Diagnosis/PCA/events}ExePath', '{http://www.microsoft.com/Windows/Diagnosis/PCA/events}ResolverFiredEvent', '{http://www.microsoft.com/Windows/Diagnosis/PCA/events}ResolverName', 'TaskContent', 'AdditionalInfoHr', 'Id', 'PeerContextInfo', 'bandwidthLimit', 'bytesTotal', 'bytesTransferred', 'bytesTransferredFromPeer', 'fileCount', 'fileLength', 'fileTime', 'hr', 'ignoreBandwidthLimitsOnLan', 'isRoaming', 'jobId', 'jobName', 'jobOwner', 'jobTitle', 'name', 'peer', 'peerProtocolFlags', 'processId', 'processPath', 'proxy', 'transferId', 'url', 'ClientIP', 'ConnType', 'ConnectionName', 'FirstGraphicsReceived', 'GfxChannelOpened', 'MonitorHeight', 'MonitorNum', 'MonitorWidth', 'MonitorX', 'MonitorY', 'PromptForCredentials', 'PromptForCredentialsDone', 'ServerName', 'TimezoneBiasHour', 'param10', 'param11', 'param5', 'param6', 'param7', 'param8', 'param9', 'AccountName', 'ImagePath', 'ServiceType', 'StartType', 'ErrorCode', 'EventPayload', 'authenticationMechanism', 'username', 'MemberName', 'MemberSid', '{http://www.microsoft.com/Windows/Diagnosis/PCA/events}CompatibilityFixEvent', '{http://www.microsoft.com/Windows/Diagnosis/PCA/events}FixID', '{http://www.microsoft.com/Windows/Diagnosis/PCA/events}FixName', '{http://www.microsoft.com/Windows/Diagnosis/PCA/events}Flags', '{http://www.microsoft.com/Windows/Diagnosis/PCA/events}ProcessId', '{http://www.microsoft.com/Windows/Diagnosis/PCA/events}StartTime', 'Catalog', 'Category', 'GUID', 'Installer', 'LSPName', 'string', 'string2', 'string3', 'Consumer', 'Destination', 'EventNamespace', 'Filter', 'Operation', 'Query', 'Type', 'SidList', 'SourceSid', 'SourceUserName', 'Service', 'Hash', 'Archived', 'IsExecutable', 'QueryName', 'QueryResults', 'QueryStatus', 'DisabledPrivilegeList', 'EnabledPrivilegeList']\nDataFrame general info :\n<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 4633 entries, 0 to 4632\nColumns: 326 entries, AuthenticationPackageName to EnabledPrivilegeList\ndtypes: object(326)\nmemory usage: 11.5+ MB\nNone\n"
     ]
    }
   ],
   "source": [
    "print(\"DataFrame shape :\")\n",
    "print(appended_data.shape)\n",
    "print(\"Parsed Event Fields :\")\n",
    "print(appended_data.columns.tolist())\n",
    "print(\"DataFrame general info :\")\n",
    "print(appended_data.info())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "'<Event xmlns=\"http://schemas.microsoft.com/win/2004/08/events/event\"><System><Provider Name=\"Microsoft-Windows-Security-Auditing\" Guid=\"{54849625-5478-4994-a5ba-3e3b0328c30d}\"/>\\n<EventID Qualifiers=\"\">4624</EventID>\\n<Version>0</Version>\\n<Level>0</Level>\\n<Task>12544</Task>\\n<Opcode>0</Opcode>\\n<Keywords>0x8020000000000000</Keywords>\\n<TimeCreated SystemTime=\"2019-02-13 15:14:52.409735\"/>\\n<EventRecordID>5278</EventRecordID>\\n<Correlation ActivityID=\"\" RelatedActivityID=\"\"/>\\n<Execution ProcessID=\"480\" ThreadID=\"1716\"/>\\n<Channel>Security</Channel>\\n<Computer>PC02.example.corp</Computer>\\n<Security UserID=\"\"/>\\n</System>\\n<EventData><Data Name=\"SubjectUserSid\">S-1-5-18</Data>\\n<Data Name=\"SubjectUserName\">PC02$</Data>\\n<Data Name=\"SubjectDomainName\">EXAMPLE</Data>\\n<Data Name=\"SubjectLogonId\">0x00000000000003e7</Data>\\n<Data Name=\"TargetUserSid\">S-1-5-18</Data>\\n<Data Name=\"TargetUserName\">SYSTEM</Data>\\n<Data Name=\"TargetDomainName\">NT AUTHORITY</Data>\\n<Data Name=\"TargetLogonId\">0x00000000000003e7</Data>\\n<Data Name=\"LogonType\">5</Data>\\n<Data Name=\"LogonProcessName\">Advapi  </Data>\\n<Data Name=\"AuthenticationPackageName\">Negotiate</Data>\\n<Data Name=\"WorkstationName\"/>\\n<Data Name=\"LogonGuid\">{00000000-0000-0000-0000-000000000000}</Data>\\n<Data Name=\"TransmittedServices\">-</Data>\\n<Data Name=\"LmPackageName\">-</Data>\\n<Data Name=\"KeyLength\">0</Data>\\n<Data Name=\"ProcessId\">0x000001d4</Data>\\n<Data Name=\"ProcessName\">C:\\\\Windows\\\\System32\\\\services.exe</Data>\\n<Data Name=\"IpAddress\">-</Data>\\n<Data Name=\"IpPort\">-</Data>\\n</EventData>\\n</Event>\\n'"
      ]
     },
     "metadata": {},
     "execution_count": 101
    }
   ],
   "source": [
    "#This was built in a way to enable you access the raw XML file of the parsed event:\n",
    "appended_data['raw'].iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Modifying provider name\n",
    "appended_data.rename(columns = {'Name': 'ProviderName'}, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "P_Client_TimeZone_RdpCoreTs_104_example.evtx                                       21\n",
       "DSE_bypass_BYOV_TDL_dummydriver_sysmon_6_7_13.evtx                                         8\n",
       "Discovery_Remote_System_NamedPipes_Sysmon_18.evtx                                         20\n",
       "Exec_sysmon_meterpreter_reversetcp_msipackage.evtx                                         8\n",
       "Exec_via_cpl_Application_Experience_EventID_17_ControlPanelApplet.evtx                     4\n",
       "ImpersonateUser-via local Pass The Hash Sysmon and Security.evtx                          14\n",
       "Invoke_TokenDuplication_UAC_Bypass4624.evtx                                                1\n",
       "LM_4624_mimikatz_sekurlsa_pth_source_machine.evtx                                          6\n",
       "LM_5145_Remote_FileCopy.evtx                                                             869\n",
       "LM_DCOM_MSHTA_LethalHTA_Sysmon_3_1.evtx                                                    2\n",
       "LM_ImageLoad_NFSH_Sysmon_7.evtx                                                            2\n",
       "LM_NewShare_Added_Sysmon_12_13.evtx                                                        3\n",
       "LM_PowershellRemoting_sysmon_1_wsmprovhost.evtx                                            1\n",
       "LM_REMCOM_5145_TargetHost.evtx                                                            30\n",
       "LM_Remote_Service01_5145_svcctl.evtx                                                       1\n",
       "LM_Remote_Service02_7045.evtx                                                              3\n",
       "LM_ScheduledTask_ATSVC_target_host.evtx                                                   34\n",
       "LM_WMIC_4648_rpcss.evtx                                                                    5\n",
       "LM_WMI_4624_4688_TargetHost.evtx                                                           8\n",
       "LM_add_new_namedpipe_tp_nullsession_registry_turla_like_ttp.evtx                           1\n",
       "LM_dcom_shwnd_shbrwnd_mmc20_failed_traces_system_10016.evtx                                4\n",
       "LM_impacket_docmexec_mmc_sysmon_01.evtx                                                    9\n",
       "LM_regsvc_DirectoryServiceExtPt_Lsass_NTDS_AdamXpn.evtx                                    6\n",
       "LM_renamed_psexecsvc_5145.evtx                                                            22\n",
       "LM_sysmon_1_12_13_3_tsclient_SharpRdp.evtx                                                 9\n",
       "LM_sysmon_3_12_13_1_SharpRDP.evtx                                                         38\n",
       "LM_sysmon_3_DCOM_ShellBrowserWindow_ShellWindows.evtx                                      3\n",
       "LM_sysmon_psexec_smb_meterpreter.evtx                                                     10\n",
       "LM_sysmon_remote_task_src_powershell.evtx                                                  3\n",
       "LM_tsclient_startup_folder.evtx                                                            4\n",
       "LM_typical_IIS_webshell_sysmon_1_10_traces.evtx                                            4\n",
       "LM_winrm_exec_sysmon_1_winrshost.evtx                                                      3\n",
       "LM_winrm_target_wrmlogs_91_wsmanShellStarted_poorLog.evtx                                  1\n",
       "LM_wmi_PoisonHandler_Mr-Un1k0d3r_sysmon_1_13.evtx                                         15\n",
       "LM_wmiexec_impacket_sysmon_whoami.evtx                                                     7\n",
       "LM_xp_cmdshell_MSSQL_Events.evtx                                                          21\n",
       "LsassSilentProcessExit_process_exit_monitor_3001_lsass.evtx                                2\n",
       "MSSQL_15281_xp_cmdshell_exec_failed_attempt.evtx                                           1\n",
       "MSSQL_multiple_failed_logon_EventID_18456.evtx                                            10\n",
       "Network_Service_Guest_added_to_admins_4732.evtx                                            2\n",
       "Persistence_Shime_Microsoft-Windows-Application-Experience_Program-Telemetry_500.evtx      7\n",
       "Persistence_Winsock_Catalog Change EventId_1.evtx                                          2\n",
       "Powershell_4104_MiniDumpWriteDump_Lsass.evtx                                               4\n",
       "PrivEsc_CVE-2020-1313_Sysmon_13_UScheduler_Cmdline.evtx                                    4\n",
       "PrivEsc_Imperson_NetSvc_to_Sys_Decoder_Sysmon_1_17_18.evtx                                13\n",
       "PrivEsc_NetSvc_SessionToken_Retrival_via_localSMB_Auth_5145.evtx                           1\n",
       "PrivEsc_SeImpersonatePriv_enabled_back_for_upnp_localsvc_4698.evtx                         2\n",
       "RemotePowerShell_MS_Windows-Remote_Management_EventID_169.evtx                             6\n",
       "RogueWinRM.evtx                                                                            7\n",
       "Runas_4624_4648_Webshell_CreateProcessAsUserA.evtx                                         3\n",
       "Sysmon 7  Update Session Orchestrator Dll Hijack.evtx                                     64\n",
       "Sysmon 7 dllhijack_cdpsshims_CDPSvc.evtx                                                  13\n",
       "Sysmon13_MachineAccount_Password_Hash_Changed_via_LsarSetSecret.evtx                       4\n",
       "Sysmon_10_Evasion_Suspicious_NtOpenProcess_CallTrace.evtx                                  1\n",
       "Sysmon_12_DE_AntiForensics_MRU_DeleteKey.evtx                                              3\n",
       "Sysmon_13_1_UACBypass_SDCLTBypass.evtx                                                     5\n",
       "Sysmon_13_1_UAC_Bypass_EventVwrBypass.evtx                                                 6\n",
       "Sysmon_13_Local_Admin_Password_Changed.evtx                                                1\n",
       "Sysmon_Exec_CompiledHTML.evtx                                                              2\n",
       "Sysmon_UACME_22.evtx                                                                      19\n",
       "Sysmon_UACME_23.evtx                                                                       8\n",
       "Sysmon_UACME_30.evtx                                                                      11\n",
       "Sysmon_UACME_32.evtx                                                                       8\n",
       "Sysmon_UACME_33.evtx                                                                       9\n",
       "Sysmon_UACME_34.evtx                                                                       6\n",
       "Sysmon_UACME_36_FileCreate.evtx                                                           13\n",
       "Sysmon_UACME_37_FileCreate.evtx                                                            7\n",
       "Sysmon_UACME_38.evtx                                                                       8\n",
       "Sysmon_UACME_39.evtx                                                                       7\n",
       "Sysmon_UACME_41.evtx                                                                       4\n",
       "Sysmon_UACME_43.evtx                                                                       5\n",
       "Sysmon_UACME_45.evtx                                                                       8\n",
       "Sysmon_UACME_53.evtx                                                                      14\n",
       "Sysmon_UACME_54.evtx                                                                      10\n",
       "Sysmon_UACME_56.evtx                                                                      15\n",
       "Sysmon_UACME_63.evtx                                                                       3\n",
       "Sysmon_UACME_64.evtx                                                                     530\n",
       "Sysmon_meterpreter_ReflectivePEInjection_to_notepad_.evtx                                 13\n",
       "Sysmon_uacme_58.evtx                                                                       6\n",
       "System_7045_namedpipe_privesc.evtx                                                         1\n",
       "UACME_59_Sysmon.evtx                                                                       7\n",
       "UACME_61_Changepk.evtx                                                                     2\n",
       "Win_4985_T1186_Process_Doppelganging.evtx                                                  2\n",
       "Zerologon_CVE-2020-1472_DFIR_System_NetLogon_Error_EventID_5805.evtx                       2\n",
       "Zerologon_VoidSec_CVE-2020-1472_4626_LT3_Anonym_follwedby_4742_DC_Anony_DC.evtx            9\n",
       "apt10_jjs_sideloading_prochollowing_persist_as_service_sysmon_1_7_8_13.evtx               11\n",
       "babyshark_mimikatz_powershell.evtx                                                        33\n",
       "dc_applog_ntdsutil_dfir_325_326_327.evtx                                                   4\n",
       "de_PsScriptBlockLogging_disabled_sysmon12_13.evtx                                          2\n",
       "de_hiding_files_via_attrib_cmdlet.evtx                                                     1\n",
       "de_portforward_netsh_rdp_sysmon_13_1.evtx                                                  3\n",
       "de_powershell_execpolicy_changed_sysmon_13.evtx                                            5\n",
       "de_sysmon_13_VBA_Security_AccessVBOM.evtx                                                  1\n",
       "de_unmanagedpowershell_psinject_sysmon_7_8_10.evtx                                        84\n",
       "dfir_rdpsharp_target_RdpCoreTs_168_68_131.evtx                                            40\n",
       "dicovery_4661_net_group_domain_admins_target.evtx                                         63\n",
       "discovery_UEFI_Settings_rweverything_sysmon_6.evtx                                         1\n",
       "discovery_bloodhound.evtx                                                                 10\n",
       "discovery_enum_shares_target_sysmon_3_18.evtx                                              4\n",
       "discovery_local_user_or_group_windows_security_4799_4798.evtx                              3\n",
       "discovery_meterpreter_ps_cmd_process_listing_sysmon_10.evtx                               52\n",
       "discovery_psloggedon.evtx                                                                  4\n",
       "discovery_sysmon_18_Invoke_UserHunter_NetSessionEnum_DC-srvsvc.evtx                        1\n",
       "discovery_sysmon_1_iis_pwd_and_config_discovery_appcmd.evtx                               40\n",
       "discovery_sysmon_3_Invoke_UserHunter_SourceMachine.evtx                                    9\n",
       "eop_appcontainer_il_broker_filewrite.evtx                                                  3\n",
       "evasion_codeinj_odzhan_conhost_sysmon_10_1.evtx                                            4\n",
       "evasion_codeinj_odzhan_spoolsv_sysmon_10_1.evtx                                            4\n",
       "evasion_execution_imageload_wuauclt_lolbas.evtx                                            3\n",
       "evasion_persis_hidden_run_keyvalue_sysmon_13.evtx                                          1\n",
       "exec_driveby_cve-2018-15982_sysmon_1_10.evtx                                               2\n",
       "exec_msxsl_xsl_sysmon_1_7.evtx                                                             3\n",
       "exec_persist_rundll32_mshta_scheduledtask_sysmon_1_3_11.evtx                               8\n",
       "exec_sysmon_1_11_lolbin_rundll32_openurl_FileProtocolHandler.evtx                         11\n",
       "exec_sysmon_1_11_lolbin_rundll32_shdocvw_openurl.evtx                                      6\n",
       "exec_sysmon_1_11_lolbin_rundll32_zipfldr_RouteTheCall.evtx                                 2\n",
       "exec_sysmon_1_7_jscript9_defense_evasion.evtx                                              3\n",
       "exec_sysmon_1_ftp.evtx                                                                     4\n",
       "exec_sysmon_1_lolbin_pcalua.evtx                                                           3\n",
       "exec_sysmon_1_lolbin_renamed_regsvr32_scrobj.evtx                                          2\n",
       "exec_sysmon_1_lolbin_rundll32_advpack_RegisterOCX.evtx                                     2\n",
       "exec_sysmon_1_rundll32_pcwutl_LaunchApplication.evtx                                       1\n",
       "exec_sysmon_lobin_regsvr32_sct.evtx                                                        3\n",
       "exec_wmic_xsl_internet_sysmon_3_1_11.evtx                                                  8\n",
       "execution_evasion_visual_studio_prebuild_event.evtx                                       29\n",
       "faxhell_sysmon_7_1_18_3_bindshell_dllhijack.evtx                                          10\n",
       "kerberos_pwd_spray_4771.evtx                                                              12\n",
       "lateral_movement_startup_3_11.evtx                                                         2\n",
       "lm_remote_registry_sysmon_1_13_3.evtx                                                      4\n",
       "lm_sysmon_18_remshell_over_namedpipe.evtx                                                  7\n",
       "meterpreter_migrate_to_explorer_sysmon_8.evtx                                              1\n",
       "net_share_drive_5142.evtx                                                                  2\n",
       "persist_bitsadmin_Microsoft-Windows-Bits-Client-Operational.evtx                           6\n",
       "persist_firefox_comhijack_sysmon_11_13_7_1.evtx                                           19\n",
       "persist_turla_outlook_backdoor_comhijack.evtx                                              3\n",
       "persist_valid_account_guest_rid_hijack.evtx                                                4\n",
       "persistence_SilentProcessExit_ImageHijack_sysmon_13_1.evtx                                13\n",
       "persistence_accessibility_features_osk_sysmon1.evtx                                        3\n",
       "persistence_hidden_local_account_sysmon.evtx                                               1\n",
       "persistence_pendingGPO_sysmon_13.evtx                                                      4\n",
       "persistence_security_dcshadow_4742.evtx                                                   10\n",
       "persistence_startup_UserShellStartup_Folder_Changed_sysmon_13.evtx                         1\n",
       "persistence_sysmon_11_13_1_shime_appfix.evtx                                             237\n",
       "phish_windows_credentials_powershell_scriptblockLog_4104.evtx                              2\n",
       "powercat_revShell_sysmon_1_3.evtx                                                          9\n",
       "ppl_bypass_ppldump_knowdll_hijack_sysmon_security.evtx                                    20\n",
       "privesc_registry_symlink_CVE-2020-1377.evtx                                               30\n",
       "privesc_roguepotato_sysmon_17_18.evtx                                                      6\n",
       "privesc_rotten_potato_from_webshell_metasploit_sysmon_1_8_3.evtx                          13\n",
       "privesc_seimpersonate_tosys_spoolsv_sysmon_17_18.evtx                                      7\n",
       "privesc_spoolsv_spl_file_write_sysmon11.evtx                                              37\n",
       "privesc_sysmon_cve_20201030_spooler.evtx                                                   8\n",
       "privesc_unquoted_svc_sysmon_1_11.evtx                                                     87\n",
       "privexchange_dirkjan.evtx                                                                  8\n",
       "process_suspend_sysmon_10_ga_800.evtx                                                      1\n",
       "remote task update 4624 4702 same logonid.evtx                                             8\n",
       "remote_file_copy_system_proc_file_write_sysmon_11.evtx                                     2\n",
       "remote_pwd_reset_rpc_mimikatz_postzerologon_target_DC.evtx                                 7\n",
       "revshell_cmd_svchost_sysmon_1.evtx                                                         4\n",
       "rogue_msi_url_1040_1042.evtx                                                             351\n",
       "security_4624_4673_token_manip.evtx                                                       14\n",
       "sharprdp_sysmon_7_mstscax.dll.evtx                                                         4\n",
       "sideloading_wwlib_sysmon_7_1_11.evtx                                                       7\n",
       "smb_bi_auth_conn_spoolsample.evtx                                                          2\n",
       "smbmap_upload_exec_sysmon.evtx                                                            27\n",
       "spoolsample_5145.evtx                                                                      1\n",
       "susp_explorer_exec.evtx                                                                    3\n",
       "susp_explorer_exec_root_cmdline_@rimpq_@CyberRaiju.evtx                                   10\n",
       "sysmon17_18_kekeo_tsssp_default_np.evtx                                                    3\n",
       "sysmon_10_11_lsass_memdump.evtx                                                            4\n",
       "sysmon_10_11_outlfank_dumpert_and_andrewspecial_memdump.evtx                              15\n",
       "sysmon_10_1_memdump_comsvcs_minidump.evtx                                                  6\n",
       "sysmon_10_1_ppid_spoofing.evtx                                                             5\n",
       "sysmon_10_lsass_mimikatz_sekurlsa_logonpasswords.evtx                                      1\n",
       "sysmon_11_1_15_WScriptBypassUAC.evtx                                                      15\n",
       "sysmon_11_1_7_uacbypass_cliconfg.evtx                                                      8\n",
       "sysmon_11_1_lolbas_downldr_desktopimgdownldr.evtx                                          3\n",
       "sysmon_11_7_1_uacbypass_windirectory_mocking.evtx                                         10\n",
       "sysmon_13_1_12_11_perfmonUACBypass.evtx                                                    5\n",
       "sysmon_13_1_compmgmtlauncherUACBypass.evtx                                                 4\n",
       "sysmon_13_1_meterpreter_getsystem_NamedPipeImpersonation.evtx                              4\n",
       "sysmon_13_1_persistence_via_winlogon_shell.evtx                                           25\n",
       "sysmon_13_keylogger_directx.evtx                                                           6\n",
       "sysmon_13_rdp_settings_tampering.evtx                                                     20\n",
       "sysmon_1_11_exec_as_system_via_schedtask.evtx                                              6\n",
       "sysmon_1_11_rundll32_cpl_ostap.evtx                                                        5\n",
       "sysmon_1_13_11_cmstp_ini_uacbypass.evtx                                                    5\n",
       "sysmon_1_13_UACBypass_AppPath_Control.evtx                                                 3\n",
       "sysmon_1_7_11_mcx2prov_uacbypass.evtx                                                      9\n",
       "sysmon_1_7_11_migwiz.evtx                                                                  7\n",
       "sysmon_1_7_11_sysprep_uacbypass.evtx                                                       7\n",
       "sysmon_1_7_elevate_uacbypass_sysprep.evtx                                                 15\n",
       "sysmon_1_exec_via_sql_xpcmdshell.evtx                                                      1\n",
       "sysmon_1_persist_bitsjob_SetNotifyCmdLine.evtx                                             6\n",
       "sysmon_1_smss_child_proc_bootexecute_setupexecute.evtx                                     1\n",
       "sysmon_20_21_1_CommandLineEventConsumer.evtx                                              17\n",
       "sysmon_2_11_evasion_timestomp_MACE.evtx                                                    2\n",
       "sysmon_2x10_lsass_with_different_pid_RtlCreateProcessReflection.evtx                       3\n",
       "sysmon_3_10_Invoke-Mimikatz_hosted_Github.evtx                                             2\n",
       "sysmon_exec_from_vss_persistence.evtx                                                     17\n",
       "sysmon_local_account_creation_and_added_admingroup_12_13.evtx                             17\n",
       "sysmon_lolbas_rundll32_zipfldr_routethecall_shell.evtx                                     2\n",
       "sysmon_lolbin_bohops_vshadow_exec.evtx                                                     6\n",
       "sysmon_mshta_sharpshooter_stageless_meterpreter.evtx                                       3\n",
       "sysmon_privesc_from_admin_to_system_handle_inheritance.evtx                                3\n",
       "sysmon_privesc_psexec_dwell.evtx                                                          12\n",
       "sysmon_rdrleakdiag_lsass_dump.evtx                                                         4\n",
       "sysmon_uacbypass_CDSSync_schtask_hijack_byeintegrity5.evtx                                 8\n",
       "sysmon_vbs_sharpshooter_stageless_meterpreter.evtx                                         5\n",
       "temp_scheduled_task_4698_4699.evtx                                                         2\n",
       "tunna_iis_rdp_smb_tunneling_sysmon_3.evtx                                                 12\n",
       "win10_4703_SeDebugPrivilege_enabled.evtx                                                   1\n",
       "windows_bits_4_59_60_lolbas desktopimgdownldr.evtx                                         5\n",
       "wmi_remote_registry_sysmon.evtx                                                           13\n",
       "wmighost_sysmon_20_21_1.evtx                                                               4\n",
       "dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 8
    }
   ],
   "source": [
    "#Number of events per Windows Event log file\n",
    "appended_data.groupby(['EVTX_FileName']).size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Microsoft-Windows-Sysmon                                      2396\n",
       "Microsoft-Windows-Security-Auditing                           1475\n",
       "MsiInstaller                                                   346\n",
       "Microsoft-Windows-TerminalServices-RemoteConnectionManager     228\n",
       "Microsoft-Windows-RemoteDesktopServices-RdpCoreTS               61\n",
       "MSSQLSERVER                                                     35\n",
       "Microsoft-Windows-Eventlog                                      23\n",
       "Microsoft-Windows-Bits-Client                                   11\n",
       "Service Control Manager                                         10\n",
       "Microsoft-Windows-Application-Experience                         7\n",
       "Microsoft-Windows-WinRM                                          7\n",
       "Microsoft-Windows-PowerShell                                     6\n",
       "ESENT                                                            4\n",
       "Microsoft-Windows-Program-Compatibility-Assistant                4\n",
       "Microsoft-Windows-DistributedCOM                                 4\n",
       "Microsoft-Windows-Security-SPP                                   3\n",
       "Office Software Protection Platform Service                      2\n",
       "Microsoft-Windows-ProcessExitMonitor                             2\n",
       "Microsoft-Windows-Winsock-WS2HELP                                2\n",
       " \"BotConsumer23\"                                                 2\n",
       " \"BotFilter82\"                                                   2\n",
       "NETLOGON                                                         1\n",
       "MSSQL$SQLEXPRESS                                                 1\n",
       " \"ProbeScriptFint\"                                               1\n",
       "Name: ProviderName, dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 9
    }
   ],
   "source": [
    "# Number of events per Windows Log Provider name\n",
    "appended_data['ProviderName'].value_counts(sort=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "5145     950\n",
       "1        843\n",
       "7        613\n",
       "11       185\n",
       "1040     178\n",
       "1042     173\n",
       "13       162\n",
       "3        153\n",
       "10       140\n",
       "4663     115\n",
       "8        101\n",
       "5156      92\n",
       "12        80\n",
       "4624      69\n",
       "1155      64\n",
       "1136      64\n",
       "258       64\n",
       "18        46\n",
       "5         43\n",
       "5136      42\n",
       "4688      35\n",
       "4662      33\n",
       "261       25\n",
       "104       23\n",
       "131       22\n",
       "1102      21\n",
       "4661      20\n",
       "17        16\n",
       "5158      14\n",
       "33205     13\n",
       "4672      12\n",
       "1149      11\n",
       "4776      10\n",
       "18456     10\n",
       "4768       9\n",
       "68         9\n",
       "168        9\n",
       "6          8\n",
       "4719       8\n",
       "15457      8\n",
       "4648       7\n",
       "500        7\n",
       "7036       6\n",
       "4826       6\n",
       "5140       6\n",
       "4738       5\n",
       "4702       5\n",
       "4742       5\n",
       "7045       4\n",
       "4985       4\n",
       "18454      4\n",
       "10016      4\n",
       "4698       3\n",
       "20         3\n",
       "21         3\n",
       "59         3\n",
       "60         3\n",
       "4699       3\n",
       "193        3\n",
       "2          3\n",
       "4          3\n",
       "23         3\n",
       "4104       3\n",
       "169        3\n",
       "4798       2\n",
       "4732       2\n",
       "16         2\n",
       "4673       2\n",
       "4611       2\n",
       "327        2\n",
       "4771       2\n",
       "19         2\n",
       "4720       2\n",
       "3001       2\n",
       "4658       1\n",
       "15         1\n",
       "4765       1\n",
       "4634       1\n",
       "22         1\n",
       "4724       1\n",
       "5142       1\n",
       "15281      1\n",
       "91         1\n",
       "209        1\n",
       "4799       1\n",
       "5805       1\n",
       "40962      1\n",
       "53504      1\n",
       "40961      1\n",
       "325        1\n",
       "326        1\n",
       "4656       1\n",
       "4625       1\n",
       "4794       1\n",
       "4703       1\n",
       "Name: EventID, dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 10
    }
   ],
   "source": [
    "# Unique number of events by EventID\n",
    "#ended_data['EventID'].value_counts(sort=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "        1102     Microsoft-Windows-Eventlog                                      1\n",
       "                      1136     Microsoft-Windows-TerminalServices-RemoteConnectionManager     64\n",
       "                      1149     Microsoft-Windows-TerminalServices-RemoteConnectionManager     11\n",
       "                      1155     Microsoft-Windows-TerminalServices-RemoteConnectionManager     64\n",
       "                      258      Microsoft-Windows-TerminalServices-RemoteConnectionManager     64\n",
       "                      261      Microsoft-Windows-TerminalServices-RemoteConnectionManager     25\n",
       "                      3        Microsoft-Windows-Sysmon                                       54\n",
       "                      4624     Microsoft-Windows-Security-Auditing                            23\n",
       "                      4648     Microsoft-Windows-Security-Auditing                             3\n",
       "                      4672     Microsoft-Windows-Security-Auditing                             3\n",
       "                      4688     Microsoft-Windows-Security-Auditing                            17\n",
       "                      5        Microsoft-Windows-Sysmon                                       12\n",
       "                      5156     Microsoft-Windows-Security-Auditing                            63\n",
       "                      5158     Microsoft-Windows-Security-Auditing                             9\n",
       "                      6        Microsoft-Windows-Sysmon                                        6\n",
       "Credential Access     1        Microsoft-Windows-Sysmon                                       60\n",
       "                      10       Microsoft-Windows-Sysmon                                       37\n",
       "                      104      Microsoft-Windows-Eventlog                                      1\n",
       "                      11       Microsoft-Windows-Sysmon                                       13\n",
       "                      1102     Microsoft-Windows-Eventlog                                      5\n",
       "                      12       Microsoft-Windows-Sysmon                                        7\n",
       "                      13       Microsoft-Windows-Sysmon                                        7\n",
       "                      16       Microsoft-Windows-Sysmon                                        2\n",
       "                      17       Microsoft-Windows-Sysmon                                        1\n",
       "                      18       Microsoft-Windows-Sysmon                                        2\n",
       "                      18456    MSSQLSERVER                                                    10\n",
       "                      3        Microsoft-Windows-Sysmon                                        2\n",
       "                      3001     Microsoft-Windows-ProcessExitMonitor                            2\n",
       "                      325      ESENT                                                           1\n",
       "                      326      ESENT                                                           1\n",
       "                      327      ESENT                                                           2\n",
       "                      4        Microsoft-Windows-Sysmon                                        1\n",
       "                      40961    Microsoft-Windows-PowerShell                                    1\n",
       "                      40962    Microsoft-Windows-PowerShell                                    1\n",
       "                      4104     Microsoft-Windows-PowerShell                                    3\n",
       "                      4624     Microsoft-Windows-Security-Auditing                            12\n",
       "                      4625     Microsoft-Windows-Security-Auditing                             1\n",
       "                      4656     Microsoft-Windows-Security-Auditing                             1\n",
       "                      4662     Microsoft-Windows-Security-Auditing                            17\n",
       "                      4663     Microsoft-Windows-Security-Auditing                             5\n",
       "                      4702     Microsoft-Windows-Security-Auditing                             4\n",
       "                      4719     Microsoft-Windows-Security-Auditing                             8\n",
       "                      4724     Microsoft-Windows-Security-Auditing                             1\n",
       "                      4738     Microsoft-Windows-Security-Auditing                             5\n",
       "                      4742     Microsoft-Windows-Security-Auditing                             2\n",
       "                      4768     Microsoft-Windows-Security-Auditing                             9\n",
       "                      4771     Microsoft-Windows-Security-Auditing                             2\n",
       "                      4776     Microsoft-Windows-Security-Auditing                             1\n",
       "                      4794     Microsoft-Windows-Security-Auditing                             1\n",
       "                      4985     Microsoft-Windows-Security-Auditing                             2\n",
       "                      5        Microsoft-Windows-Sysmon                                        4\n",
       "                      5136     Microsoft-Windows-Security-Auditing                            22\n",
       "                      5145     Microsoft-Windows-Security-Auditing                             3\n",
       "                      53504    Microsoft-Windows-PowerShell                                    1\n",
       "                      5805     NETLOGON                                                        1\n",
       "                      7        Microsoft-Windows-Sysmon                                       16\n",
       "                      8        Microsoft-Windows-Sysmon                                        6\n",
       "Defense Evasion       1        Microsoft-Windows-Sysmon                                       72\n",
       "                      10       Microsoft-Windows-Sysmon                                       13\n",
       "                      104      Microsoft-Windows-Eventlog                                      1\n",
       "                      11       Microsoft-Windows-Sysmon                                       12\n",
       "                      1102     Microsoft-Windows-Eventlog                                      2\n",
       "                      12       Microsoft-Windows-Sysmon                                        6\n",
       "                      13       Microsoft-Windows-Sysmon                                       19\n",
       "                      15457    MSSQLSERVER                                                     4\n",
       "                      17       Microsoft-Windows-Sysmon                                        5\n",
       "                      18       Microsoft-Windows-Sysmon                                        9\n",
       "                      2        Microsoft-Windows-Sysmon                                        1\n",
       "                      3        Microsoft-Windows-Sysmon                                       10\n",
       "                      4624     Microsoft-Windows-Security-Auditing                             3\n",
       "                      4663     Microsoft-Windows-Security-Auditing                           110\n",
       "                      4720     Microsoft-Windows-Security-Auditing                             2\n",
       "                      4776     Microsoft-Windows-Security-Auditing                             2\n",
       "                      4826     Microsoft-Windows-Security-Auditing                             6\n",
       "                      4985     Microsoft-Windows-Security-Auditing                             2\n",
       "                      5        Microsoft-Windows-Sysmon                                        7\n",
       "                      5145     Microsoft-Windows-Security-Auditing                             2\n",
       "                      5156     Microsoft-Windows-Security-Auditing                             1\n",
       "                      6        Microsoft-Windows-Sysmon                                        1\n",
       "                      7        Microsoft-Windows-Sysmon                                       51\n",
       "                      7036     Service Control Manager                                         6\n",
       "                      8        Microsoft-Windows-Sysmon                                       84\n",
       "Discovery             10       Microsoft-Windows-Sysmon                                       52\n",
       "                      1102     Microsoft-Windows-Eventlog                                      3\n",
       "                      18       Microsoft-Windows-Sysmon                                       23\n",
       "                      3        Microsoft-Windows-Sysmon                                       11\n",
       "                      4624     Microsoft-Windows-Security-Auditing                             4\n",
       "                      4661     Microsoft-Windows-Security-Auditing                            16\n",
       "                      4672     Microsoft-Windows-Security-Auditing                             3\n",
       "                      4776     Microsoft-Windows-Security-Auditing                             1\n",
       "                      4798     Microsoft-Windows-Security-Auditing                             2\n",
       "                      4799     Microsoft-Windows-Security-Auditing                             1\n",
       "                      5140     Microsoft-Windows-Security-Auditing                             2\n",
       "                      5145     Microsoft-Windows-Security-Auditing                            15\n",
       "                      5156     Microsoft-Windows-Security-Auditing                            28\n",
       "                      5158     Microsoft-Windows-Security-Auditing                             5\n",
       "                      6        Microsoft-Windows-Sysmon                                        1\n",
       "Execution             1        Microsoft-Windows-Sysmon                                      101\n",
       "                      10       Microsoft-Windows-Sysmon                                        3\n",
       "                      1040     MsiInstaller                                                  173\n",
       "                               Microsoft-Windows-Security-SPP                                  3\n",
       "                               Office Software Protection Platform Service                     2\n",
       "                      1042     MsiInstaller                                                  173\n",
       "                      11       Microsoft-Windows-Sysmon                                       33\n",
       "                      13       Microsoft-Windows-Sysmon                                        6\n",
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       "                               Microsoft-Windows-Bits-Client                                   1\n",
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       "                      4699     Microsoft-Windows-Security-Auditing                             1\n",
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       "                      60       Microsoft-Windows-Bits-Client                                   1\n",
       "                      7        Microsoft-Windows-Sysmon                                        8\n",
       "                      8        Microsoft-Windows-Sysmon                                        9\n",
       "Lateral Movement      1        Microsoft-Windows-Sysmon                                       61\n",
       "                      10       Microsoft-Windows-Sysmon                                        7\n",
       "                      10016    Microsoft-Windows-DistributedCOM                                4\n",
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       "                      11       Microsoft-Windows-Sysmon                                       10\n",
       "                      1102     Microsoft-Windows-Eventlog                                      5\n",
       "                      12       Microsoft-Windows-Sysmon                                       37\n",
       "                      13       Microsoft-Windows-Sysmon                                       31\n",
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       "                      15281    MSSQL$SQLEXPRESS                                                1\n",
       "                      15457    MSSQLSERVER                                                     4\n",
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       "                      18454    MSSQLSERVER                                                     4\n",
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       "                      33205    MSSQLSERVER                                                    13\n",
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       "                      19        \"BotFilter82\"                                                  2\n",
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       "Privilege Escalation  1        Microsoft-Windows-Sysmon                                      301\n",
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       "                      13       Microsoft-Windows-Sysmon                                       32\n",
       "                      15       Microsoft-Windows-Sysmon                                        1\n",
       "                      17       Microsoft-Windows-Sysmon                                        6\n",
       "                      18       Microsoft-Windows-Sysmon                                        8\n",
       "                      22       Microsoft-Windows-Sysmon                                        1\n",
       "                      23       Microsoft-Windows-Sysmon                                        3\n",
       "                      3        Microsoft-Windows-Sysmon                                       17\n",
       "                      4        Microsoft-Windows-Sysmon                                        1\n",
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       "                      5        Microsoft-Windows-Sysmon                                       18\n",
       "                      5136     Microsoft-Windows-Security-Auditing                             2\n",
       "                      5145     Microsoft-Windows-Security-Auditing                             1\n",
       "                      7        Microsoft-Windows-Sysmon                                      527\n",
       "                      7045     Service Control Manager                                         1\n",
       "                      8        Microsoft-Windows-Sysmon                                        2\n",
       "Name: ProviderName, dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "source": [
    "# Combining ProviderName, Tactic and EventID\n",
    "appended_data['ProviderName'].groupby([appended_data['EVTX_Tactic'], appended_data['EventID']]).value_counts(sort=True)"
   ]
  },
  {
   "source": [
    "## Visualizations\n",
    "- ### Top Tactic by Events"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "metadata": {},
     "execution_count": 45
    },
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "appended_data['EVTX_Tactic'].value_counts(sort=True).nlargest(8).plot.bar()"
   ]
  },
  {
   "source": [
    "- ### Top 10 Tactics by EventIDs and Event Log Providers"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='EVTX_Tactic'>"
      ]
     },
     "metadata": {},
     "execution_count": 46
    },
    {
     "output_type": "display_data",
     "data": {
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fJDfRV1oLHxMsZn9ZPPrkFZkyK0RguKcefsnODkB0EXmSsHD3ilzLUxei7/tLBAutCK4ZT+VWKqclIOlzwELbNmpVdutxBd1xnB2FklFjjydMZ47IsSitjQ0Et45rFo8+eXmuhXEcx9necQXdcZztnujK8kfCIjWn4awjbNjzh8WjT16Ta2Ecx3G2V1xBdxxnuyVuKPRbQqi8+kQbcGpnOWFDl380YDGp4ziOkwFX0B3H2e4oGTW2CLgKGEXYXt1pGmYB31k8+uTJuRbEcRxne8IVdMdxtitKRo09ihDibUcLl5grqggLSX/mbi+O4zjZwTcqchxn+6C0Y3tKO/7lc3mv34Qr581JHnAJMLdk1Nj67hTqOI7jpMEt6I7jtH5KO44A7gB6b7L8dweV395tI8VtcyzVjsqDwEWLR5/8Wa4FcRzHaa24Bd1xnNZLacc8SjteTdghrzdAkSr3uq3wxim1X+g0IV8FppeMGntIrgVxHMdprbgF3XGc1klpx27AA8DxqafMqBy56ZcLplj//ZtfMCdSAfwMuGHx6JP9j8ZxHKceuILuOE7ro7TjUcDDwB41ZdlgRW8OLL99780UFDafYE4anga+vnj0yR/nWhDHcZzWgru4OI7TuijteCVhC+4alXOAttrU94bCW15tHqGcWjgJmFwyaqwv3HUcx6kjbkF3HKd1UNqxkLDd/DfqeokZm76w6ffvz7O9+jSdYE4d+RT4yuLRJz+ba0Ecx3FaOm5Bdxyn5VPacSdgLPVQzgEkih4uunq9qKpqGsGcetAR+F/JqLEX51oQx3Gclo5b0B3HadmUdtwd+B8wpKFF3L35xPGlm88/OntCOY3kJuByXzzqOI6THlfQHcdpuZR23I+wyLCkMcWYsW7Epj+tetd275kVuZxscDvw3cWjT/bZDcdxnBTcxcVxnJZJacchwEQaqZwDSLR/rOg3yxotk5NNvgXcWzJqbH6uBXEcx2lpuILuOE7Lo7TjAcCzwK7ZKrKrPj3o0vx/vZKt8pyscA7wcMmosR4K03EcJwl3cXEcp2VR2nFfYDywe7aLrjJWH1H+103L6Nwt22U7jeK/wJcWjz55c64FcRzHaQm4Bd1xnJZDace9gRdpAuUcIE90eqTot+80RdlOo/gicGfJqLHKtSCO4zgtAVfQHcdpGZR27ElQzpt0IedeecsPPzf/uUlNWYfTIM4F/pBrIRzHcVoC7uLiOE7uKe24M/AasH9zVFdpWj60/LaiT+nQqTnqc+rFVYtHn/zHXAvhOI6TS9yC7jhObintmAc8SDMp5wD5sm4PFF07u7nqc+rFH0pGjT0310I4juPkElfQHcfJNX8AvtDclR6Q9+5RJ+dNeqO563UyIuAfJaPGHpprQRzHcXKFu7g4jpM7SjueD9yVq+orLH/JgeX/2GU9bdrnSganRpYABy0effLyXAviOI7T3LgF3XGc3FDacRhwWy5FKFRlzzuLrncresukJ/BoyaixBbkWxHEcp7lxBd1xnOantGNX4F9AUa5FOUzzjjoyb7b7o7dMjgZuyLUQjuM4zY0r6I7j5II7aKJY5/VFIu+OwuvbFrJ5U65lcdJyacmosV/JtRCO4zjNiSvojuM0L6Udv0vYmKbF0EYVfW4u/MtruZbDqZFbSkaN3SPXQjiO4zQXrqA7jtN8lHbcD/hTrsVIx0l5U4cN0tsLcy2Hk5bOhFkXx3GcHQJX0B3HaR5KOxYC9wPtci1KOiQKHyi6tiKPqspcy+Kk5aSSUWO/l2shHMdxmgNX0B3HaS5+DRyUayFqo4M27n9NwZ2v5FoOp0auLxk1dp9cC+E4jtPUuILuOE7TU9qxH/DjXItRF76a/+KhvfXBu7mWw0lLe9zVxXGcHQBX0B3HaQ7+AhTmWoi6INH2saLfrALfxa2FcnTJqLHn5VoIx3GcpsQVdMdxmpbSjmcBJ+RajPrQWWsGX1XwiLu6tFyuLxk1tlOuhXAcx2kqXEF3HKfpKO3YnhYatSUT38//z6A9WPlhruVw0tIVKM21EI7jOE2FK+iO4zQlvyRs2d7qkOj4aPFv3s+1HE6NXFwyamz/XAvhOI7TFLiC7jhO01DasQS4PNdiNIYe+vjQb+b/zzcwapkUANflWgjHcZymwBV0x3Gaip8DRbkWorH8vOD+fXfhs09yLYeTli+WjBp7cK6FcBzHyTYZFXRJbSWNk5QvqUSSSbom6XwXSRWS/hqPL5L0jaYUugY5L5U0T9L9kk6XtH+aPJK0UtIu8bh7bM9RSXlWSNpV0u3pysggw9rGtyRjHXmSbpY0W1KZpKmS9m7qehuLpBslzYivNyWtrsM1i2MbZ0l6VtLuNeT7n6ROtZSzh6TH4ucRkp5saDvqgqS7JS1Kau+rWSy7VNKVGfJs9fxL+q2kBi3SlHSKpN/W+8JgPd8uIm3kybo8XHT1/FzL4dRI/Z9Px3GcFk5dLOgXAo+bWWJ3vUXAyUnnzwLmJA7M7FYzu7culUsqqKugdeD7wOfM7BzgdGAb5drMDJgEHBGThgHT4zuS9gM+NrOPzexbZjY3i/Jli5HAHsAgMxsInAGszqlEdcDMLjezwWY2mBBy7/E6XnqsmQ0CXgd+lnwiDrjyzOwLZra6lro/MLMzGyh6Q7kq0V4zG9bMdZ9O0vNvZr8ys+cbWNZY4IuS6rv7589pJWEV60LfvKXDzsibMDXXcjhp+X8lo8YenmshHMdxskldFPRzgP8kHa8H5klKTCuOBB5JnEy28EnaR9LzkmZKmiapT7RgTpD0BDBXUhtJd0VL6XRJx8ZrD5A0JVogZ0naN6b/KFqPZ0v6YUy7FegNPCXp58CpwPXx2j4p7XmVqJDH9xvZWmGfGMt8OdFGSWslXRvbMUnSbjF9b0mvRdmTZxUk6fokK/fImP43SafGz2Mk3Rk/XxjLby9pbKxnduK6FLoDH5pZFYCZLTGzVbGMPyfJ8O1otU5bZrRO/z720euShkp6RtLbki7K0I4RsX8ekzRfYdZCaWStia8CD9YjP8B4YB+FWZwFku4FZgN7xrZ0kTRa0sVJfVAq6cp4zezUAmPf3Bmfs+mSTovp7SQ9ImluvE+Tk56FE+M9nybpUUkd6toASceo2qo+XdJOMf0nsX9nShod076tMDsyU9K/lEZBTpdH0jBSnn8Fi/6Z8ZrjY91lse3FMX2xpN/EdpVJ6gdbBrUvA6fUtZ3bk/U8mesLb+vRng1rci2Hk5bf5FoAx3GcbFKrgi6pCOhtZotTTj0EnC1pT6AS+KCGIu4H/mZmBxKU30TIsqHAZWbWF7iYoAcMJChu90hqA1wE3BQtrgcDSyQdBFwAHAYcDnxb0hAzuyjKcKyZXQs8QbUF8+0UmSZSraAfCowB9ozHwwgKfCrtgUmxHeOBb8f0m4BbouzJ4di+BAwGDiTEf75eUndgAjA85ulBtZVzeCz3JOADMzvQzAYAT6eR5RGCRXOGpBskDUlJT1gtLwDuzFDme7F/JwB3A2cS+jXxZ1dTOwCGAD+MbegNHJlG1m2QtBewN/BiXfIncQpQFj/vC/zdzA4ws+QdHx8GvpJ0/JWYVhM/B140s0OBYwnta0+YjVllZvsTopAcFGXvAvwCOMHMhhKs+j+qoeyEgjxD0v0x7Urg4tjnw4ENkv4fcBpwWHy+/hDzPm5mh8S0ecA309SxTR4ze5Uanv/4vbobGBmf2QLge0nlrYztuiXKmuB1qp/burBdWc8TFKhqj3uLRk/PtRxOWk4sGTX2sFwL4TiOky0yWdC7kN594mngc8DZ1KAARetgDzMbA2BmG81sfTw9xcwWxc9HAffFPPOBd4G+wGvAzyT9BNjLzDbEvGPMbJ2ZrSW4SdRHcQCYCgyJilhhLOcdSfuQZEFPYROQ8Ft+AyiJn4+k2hL8z6T8RwEPmlmlmS0DxgGHEBV0Bf/gucCyqPAeQRgYlAGfk3SdpOFm9mmqIGa2BNgP+ClQBbwg6fjYjheBU6L1s9DMyjKU+UR8LwMmm9kaM1sBlCv4dNfUDgj3cEm05M9I6pNMnA08luQylYmXJM0AdgZ+H9PeNbNJqRnNbDrQTcHn/ECCkl1bmLwTgVGx/JeBNkAvQrsfimXOBmbF/IcTBiQT4zXnAXvVUHayi8s5MW0i8CdJlwKdzGwzYeBzV+K7YWaJxYgDFGaaygizWAekqaMueZLZD1hkZm/G43uAo5POJ9yOkp9xgOUEt6rMlHbsznZoPU8wVAuHH5s3fWau5XDScmmuBXAcx8kWmRT0DQSlZSvMbBPhT/wK4LEG1LsuUwYze4AwVb8B+J+k4xpQD5L2TLJkXhQVoYUE3/ppMdsk4AtAN2BBmmIq4lQ/hBmDZN/5Om8HbmZLgU4Eq/Z4gsL+FWBtVI7fJMwulAHXSPqVpMOS5D81llNuZk+Z2VXA7wg+xwC3A+cTrOd3xbzblJkkUnl8r0r6nDjOtD4gOX9qn9TG2dTPveXYqOR+I8nPvLbn51HCTMBIareeAwj4cpIi3cvM5mXI/1xS/v3NLJ1lOy1mNhr4FtCWoOT3qyX73cAl0dL9G9J8D+uYpz4k7mnq/WxD+B7WhYvYDq3nCSR0W+GNOxezaWOuZXG24cySUWN3y7UQjuM42aBWBd3MVgH5cWo8lRuAnyRZ/FKvXUNwSzkdQFJxOj9agpJ6TszTl2DBXCCpN/COmd1M8IEfFPOeHn1t2xMWSE5IU+YaYKcox/tJCtWt8fyrBPeMRHzj14DLCG4sdVa4CRbRs+Pnc5LSJwAjFSLfdCVYKafEc5Ni3QkF/cpEGyTtAaw3s/uA64GhZjY5Sf4nFHzF94j582K/vBvbOpngrvM1ohKcrsx6tK+2dqRFwa/9jBrO9QN2obrfE+nZjJDxMOGenElQ1mvjGeAHUvCfT3IXmkh0lYmzHQNj+iTgyDjbkvBh71tXwST1MbMyM7uOMJPTD3gOuCDx3ZDUOWbfCfgwuiydk7bAmvNsef5TWACUJOQHziXMimSiL8Hfv3ZKOxYC36lDea2aIm3e+5bCP0/OtRzONhQB3821EI7jONmgLotEnyVM+W+Fmc0xs3syXHsucKmkWQSlOF2YvL8DeXGa/mHgfDMrJyhIs6MrwQDgXjObRrAaTgEmA7dHt4ZUHgKuiovhUheJQlDAelOtKE4j7HZY33B4lwEXR9l7JKWPIbhFzCS4nfzYzD6K5yYABWb2Vqy3M9WDjIHAlNjmXwPXsC3dgP8qLHqcBWwG/pp0/hFgYhxc1bXMmqitHTUxEKgpz9nAQ8mDoOjXXZ8FprViZnMIyulSM8u0TfvVBGvvLElz4jGEZ7KrpLmE/poDfBrdf84HHozP9GsEJTsdyT7oM+J6jh8qLLidBVQAT5nZ0wRXo9fjPUr4fv+S8IxPBGoawNSUJ+3zb2YbCbMrj8Zntgq4lcwcS4jmkokvkf47vt1xbN6MIw/WgtpmW5zccFHJqLHb7QyO4zg7DspkMJY0FLjczM5tHpGcxqAQ4/tGM3shR/U/Y2afr0f+UwgLkW9uQrHqhaR8gg//xqjgPg/sF127digUIhY9YGbHZ8xc2vF5IHO+7YT1VrxgYPntfSrJz2a4WKfxfHXx6JMfyrUQjuM4jSGjBT1arV+KSovTQpHUSdKbwIZcKecA9VHOY/4nW5JyHmkHvCJpJmEW4fs7onIe6UVYa1I7pR33Bhq0TqS10k7l+11feFu6ReVObmn2jfIcx3GyTUYLuuM4TkZKO5YSXKh2KMwoP2nT6A8WWK8Wv5vvDsRmoPvi0SevzLUgjuM4DaUuPuiO4ziZaO6dWlsEEsWPFP12DbilowVRQNjh2nEcp9XiCrrjOI2jtGNfMsdg327pqPWDflFwX7poUk7u+GquBXAcx2kMrqA7jtNYvpRrAXLNN/OfGrqnli/NtRzOFo4qGTV2z8zZHMdxWiauoDtOK0LSxXGX18TxLpK+n0ORwBV0JDo8VlSaKayn03wIfy4dx2nFuILuOK2LbyftqJrYTOzbOZOmtOOewCE5q78FsZtWH/y9/P94VJeWQ70iSjmO47QkXEF3nNZFfmLnU9gSs70oh/KcnsO6WxxXFTzSvwurV+RaDgeAY0pGjS3OtRCO4zgNwRV0x2ldPA08LOl4SccDD8a0XLFDxT7PRJ6s8yNFv30r13I4QNjPYJtdsB3HcVoDrqA7TuviJ8BLwPfi6wXgxzmRpLSjcAVoG3rnfXTE2fkvTs61HA4AJ+ZaAMdxnIbgGxU5jtMwSjv2B+bmWoyWSKXpo8Hl/9d2De075lqWHZwZi0efPCTXQjiO49QXt6A7TitA0iPxvUzSrNRXjsQ6Okf1tnjyZbvfX/S7XN0Xp5pBJaPGdsi1EI7jOPWlINcCOI5TJy6L76fkVIqtGZ5rAVoyg/IWDf983pTpz1Qd6hbc3JEHDAXG51oQx3Gc+uAWdMdpBZhZIsb2983s3eQXkKs46K6gZ+CvhX/p3Jby9bmWYwfn4FwL4DiOU19cQXec1sXn0qT9v2aXorRjN6BXs9fbyihU5V7/V3jD1FzLsYPjcfodx2l1uILuOK0ASd+TVAb0S/E/XwSU5UCk/jmos1VyVN7sow7PmzMn13LswLgF3XGcVodHcXGcVoCkjsAuwO+BUUmn1pjZJ80uUGnHi4Bbmr3eVspGK1w4oPyOks0UFOZalh0QAzotHn3yZ7kWxHEcp664Bd1xWgFm9qmZLQZuAj5J8j/fLOmwHIjkFvR60EYV+/658O+v5lqOHRQB++RaCMdxnPrgCrrjtC5uAdYmHa8lN5ZsV9Drycl5k444QIt8l9Hc0CfXAjiO49QHV9Adp3UhS/JLM7MqchMu1RX0eiJR9FDRNeWiqirXsuyAuILuOE6rwhV0x2ldvCPpUkmF8XUZ8E6zSlDasT3Qs1nr3E7YSRsO+G3B3RNyLccOSO9cC+A4jlMfXEF3nNbFRcAwYCmwBDgM+E4zy9C9mevbrvh6/vOHlOjD93Mtxw6GW9Adx2lVuILuOK0IM1tuZmebWTcz283MvmZmy5tZjK7NXN92hUS7x4p+syLXcuxg7JVrARzHcepDLnxXHcdpIJLaAN8EDgDaJNLN7MJmFMMV9EbSRZ8Nvbzg0Vdu3HzWUbmWZQdhl1wL4DiOUx/cgu44rYt/ArsDnwfGEXzB1zSzDK6gZ4FL88cM3J1PluVajh2ETiWjxirXQjiO49QVV9Adp3Wxj5n9ElhnZvcAJxP80JsTV9CzgETHR4tKF+dajh2EPKBjroVwHMepK66gO04rQFLCHa0ivq+WNICgdHRrZnFcQc8Se+atPOy8/Gcm5VqOHQR3c3Ecp9XgCrrjtA6mxPf/k7QL8EvgCWAu8IdmlsUtkVnkVwX39unEmlW5lmMHwBV0x3FaDa6gO07rQABmdruZrTKzcWbWO0ZzubWZZclv5vq2a/JlXR8sumZuruXYAeiQawEcx3HqikdxcZzWQVdJP6rppJn9qRll8cV2WaZ/3vtHfjHv1df/WzXs4FzLsh3jA0vHcVoNbkF3nNZBPsECuFMNr+bEfzeagBsL/757ezaszbUc2zGuoDuO02pwC7rjtA4+NLPf5lqIiCvoWWJ1Xt6q8e3avvV8u7brPl5XlPeDVVOXzD9ip+L3d+3Q4e28vm1XqFv3SuXvmms5tws2W1WuRXAcx6krrqA7TuugTm4lknYxs6ZecOguLg3AwOYXFb7zfLt2H45v15Z3igr32AR7Ix2SV2Wb77itct6kQZ0rTnt1ZyvruqL4tL3/Zt27v1mwWp02z2bQuzMZsv4t+rb9hF17Vil/j1y3p9VRKFfQHcdpNbiC7jitg+PrmO8FYGhTCoIr6HVinbT21bZt3nyufbs1r7cpbr8yP38fk/oAfVLz/vyhqontyjmatoPXTFv+F51a/P35Mxb02DDxrfe6d+n27txD955iw4tfHi6F2YtPrePKOQx8dyZD1rxJvzYf06VHpQr2bPZGti4251oAx3GcuuIKuuO0AszskzpmbQ7leV0z1NHqWFRY8N6L7dq9/1K7tpULigp33yj1Qco4WDrxjapJA9+1YzYWdVyuvMJuqMOUp5besd9pvS75pHflbu+OXZ63y8oVJXu3afPZkj77TH1rl10+OLCjPu0yjFe6DOOVLeWstQ6r5zJg0UyGfLaAfoUr2K37ZgpKkHxAFXAF3XGcVoMr6I6zfWHNUEddBwvbLeVi45Q2bRY+377dx5PatGn7YUF+b5N6Ab3qU07PFbb4m89W7Q+wvt1uK4Bu+UX9yivKX+/43NJ7Pvl8jwt3P7f86IL/Fr0x8ZONHDln9vE98/I2b+i55+xXevac2zU/v3K/RFkdWNvpUCYNOZTqfY820HbNfNt/0QyGrJrPAQXL2H33CgpLkHbEBZMbci2A4zhOXXEF3XGc+rLDKegf5ed/9EL7totfateufE5xUZe10r5IAxtTZlGFbfj93ZWbBDsDrG+/+2cA+cUH9q4sf51PK1buPXnl2KmHdTn5oC9tOuzImfmLJ04tePvAqqqCDu+9O/io994dzC67LC3r3ef1NW3bfnaIRGFqHW3ZsNMQ3hg0hDe2pJVTvH6B9XtnJkM+mceAvA/Zo9sminpTvVvt9srKumSS1BZ4GjgO2BNYBFxrZr+I57sAHwK3mdklki4C1pvZvU0jdo1yXgp8D5gGPAq8aWZzU/IIWAHsa2arJHUHPgCGm9krMc8KoB9wHfCn1DIyyLDWzJo0vrykPODPhPthwEbgK2a2qCnrbSwKA/Z7gE6ECEKjzOx/Ga6pBMqAQsKMz73AjWa1L3CWdD3wBeB/ZnZV46WvG5JKgW8TnrEEI8xsdZbKf9XMhjXw2oeAX5rZwmzIkgu29x9kx9nRaA53hu1618vNsHlGcfHC59q3W/Fq2zaF7xcW9KqUegC7Z7Oea+6tfKN4M0cljte222MTQF5+xx5QsBA27/vu2jmHdGvT6+XeOw0acWBlyZG9qros/k/R6+9vVmV/gFWregx84/UeFBWtX967z+vzunR5r59ku9VWbzHl7QYxc8AgZm5Jq6CgfKHt9+ZMhnw8lwEspWeXctr0QSrKZptzTJ0UdOBC4HEzq4zeQYuAk4FfxPNnAXMSmeuzUZikAjPLlqvN94ETzGyJpLuBJwk7C2/BzEzSJOAI4H/AMGB6fH9F0n7Ax2b2MfCtLMmVbUYCewCDzKxKUk9ah5vdL4BHzOwWSfsT+r8kwzUbzGwwgKRuwAOEAfyvM1z3HaCzmVU2SuKGcaOZ/bEpCm6och65BfgxYQDRKvFwaY7TCpB0SC3nzk06rOti0sawXVnQP8nL+3hMh/ZTLt6t67ijevWYOaRkz00X7LFb/wc67nT04qLCI6JynlW+Mr7ylZLl1co5wPp2u20ZXOUV7Lk08XnqyqdGfLbp41cBdrEOJeeWH92ne+Uu45Kv3bSpXbf5844+ZuIrX+v89tsHv1ZRUTSrPvIUsrl4f+bs/1XuG341o4bfydf738NI/dp+tuAMe+SVfW3++La2fg5mrdVNZM1Hxw4ur2Pec4D/JB2vB+ZJSmwiNRJ4JHFSUqmkK+PnfSQ9L2mmpGmS+kgaIWmCpCeAuZLaSLpLUpmk6ZKOjdceIGmKpBmSZknaN6b/SNLs+PphTLsV6A08JennwKnA9fHa1EXIrxIUcuL7jQSFPXE8MZb5cqKNktZKuja2Y5Kk3WL63pJei7Jfk9QHknR9lLFM0siY/jdJp8bPYyTdGT9fGMtvL2lsrGd24roUuhPCzFYBmNmSOBtwoaQ/J8nwbUk31lSmpMWSfh/76HVJQyU9I+ntOAtSWztGxP55TNJ8Sfcr89oOI86OAR0JMxd1xsyWExTvS6Jc+VG2qfH5+G6U7QnCHhlvSBopqaukf8V8UyUdGfOVSroztuMdhRkYaumvgySNk/RG7KfudZU9PjMHJB2/LOlgSYfG52e6pFcVBoi1Pftr43tD7ssE4AS14pnBViu44+xg3CFpIvDTxPShpAHA3wkK8z+hXotJG0OrVdCroGpuUdHbL7Rv+9H4tm3zFhUV9qiQSoBmizW+z1Jb8OWJts2OoRvbdN5irc5vc+AuVWurZ/Cf/eDuIaf1+sG8wryi/vnkFZ1cMfSYN6s+mDK+YF4fVC27WV7hB0v7H/HB0v7stNOKBX32mbKiQ4dPDpJoW185C6gs7MuC/fqyYL8zeRiAKvIqF1vJwlkMWT6bQZXvUdJpHe17IzWpm0MWWF6XTAozBr3NbHHKqYeAsyUtAyoJyla6UJf3A6PNbIykNgQj2J6EyEoDzGyRpCsIxu2BkvoBz0rqC1wE3GRm90c58iUdBFwAHEaYHZssaZyZXSTpJOBYM1sZFZonzeyxNDJNpNoCe2j8fFk8HkZQ4FNpD0wys59L+gPBCnkNcBNwi5ndK+nipPxfAgYDBwJdgKmSxhOUpOHAE0APgrJNTHsIOAn4wMxOBpDUMY0sjxCs/cMJUaruM7PpMf3nkq4ys4rYT9/NUOZ7ZjZY0o3A3cCRQBtgNnBrLe0AGAIcQLj3E+O1r1AzpYR7+4PYnyfUkjctZvaOwnqRbsBpwKdmdoikYmCipGfN7FQFV6PBsb0PEKzaryi42TwD9I9F9gOOJWxut0DSLen6S1Ih8BfgNDNbERXiawmzS6lcLunr8fMqMzsWeBj4CvDrqNh3N7PXJe1McK/aLOkE4HfAl0nz7KfUUe/7Emdb3orXvEErxBV0x2kdDAWuAqZLuhoYSPA5vMLMnmxmWeqk7LQE1kifTQwbAX32Rps2O63Mz9uHoMzsmwt52m20T397X2UbBaVgKyoKOySsbeQVlAwAPiVY3qi0zW2fXnpnx1N6fmeFlNcVoG/lHofuUdn5wzHFU2aUq2Jwanlr1nTdb8b0k/crKChfXbL3tCm77fZ277w8a1Qoxjyq8nvzzr69eWff0/kXAFWoaon1WjSLwR+UceDmd9m74xp22pv0ylauWFLHfF2A1WnSnwauBpZBHK2kIGknoIeZjQEws40xHWBKks/0UQTlBzObL+ldoC/wGkHh7ElwsVko6ShgjJmti2U9TlBup9exPQBTgSGS2gOFZrY2WlD3ISjoN6S5ZhPBZQaCcvO5+PlIgkIFwShwXVKbHowuFsskjQMOISjoP1Rw8ZgL7BIVtiOASwkK+w2SriMMMCakChJdePYj+KAfB7wg6Swze0HSi8ApkubFtpVJKq+lzCfiexnQwczWAGsklUvqVEs7PiPcwyUAkmYQ3FVqU9C/CtxtZjdIOgL4p6QBmfzJa+FEYJCkM+NxR8LvWKov/gnA/tWGZHZW9QB6rJmVA+WSlgO7Efpiq/6Kxp8BwHOxnHzCuot0pHNxeQR4ljAY/AqQGDh2BO6JA0qDLetmtnn2U8pr6H1ZThhIu4LuOE7TEP1Wfy9pM3A7wVpwqJnVa9o0S7xD+HFtceH73i4sePf5du2WvNyubdXCosLdy+sY6rC5uO7OynkFVRye7lxlflG3xGcpL195u8yxqlVbfDDXb/50j/HLHpt19G5ndYxWJjrQpvvXy4fv9lLh7JffyVs+HG27nf3mzcWd3lp4xDFvLTy8qttu70zdu2S6Cos2HCRl5/7lYXm9eHfvXry79ynRM8TAPrAe75Vx4NIyBm9aRJ8On7Hz3qa8ztmoswG8X8d8G0gzeDKzTZLeAK4A9ie4lNSHjD7TZvaApMkEf/f/Kbow1BdJewL/jYe3mtmtkhYSrJ/TYvokwgC/G7AgTTEVZpaICFXJ1rpCnSNFmdnSqPieBIwHOhMUtrVJyvHQKMs1kl4gWHxvi0X8ysyeiErlUwSXnmXA6QRr+u3Az4D5wF2xzjdTy0zahTnh5lSV9DlxnEkfSs6f2ifp+GZsN2b2WpxR6UI9DBySese6lhN+b39gZs9kuCwPODwxQEwqK20b0vUXMAaYY2ZH0ADiff9Y0iCCS9hF8dTVwEtmdobCzOXLMf82z76ZvVjH6mq7L21oxdGbXEF3nFaAgl/p3wh/jv2B/weMl3Stmd3VrMKUfrqe0o5LgZ7NWm8KG6UNk9sUL3yufbtVk9u2abssP7+3SXsBe+VSrpr49lOV43b7lGPSnavMK9gI2srNJr9of9u8ceJW+T7asGjQ3NWvTThgl2HDE2lCecdVDByxT97Kmc8Vzuxm2uJGkILyli/rc8jyZX1o1271oj77THm/Y8dlg6UtfrJZQ6AeLO3Vg6W9TqI6cMUy223pbA58fyaDy99hn/ar2WUvizMCTUydFPTo25wvqU2qgkOwNI8zs0+Uxv3YzNZIWiLpdDP7d3RDSBfOcgLBz/3F6NrSi+Bu0Bt4x8xujq4JgwhK7d2SRhMUtDOAc9OUuYbgtoCZvU9wB0jmVeCHBLcLCBbL+whuLPUJzToRODtee05Km74r6R6CEn40YcYPwmDghwTr964Ea+pjAJL2AD4xs/skrQa+FZXpLfJH5fEjM/tAIaLLIGBWbOvkOCAZGtPTllmP9tXUjn41XSDp9wQr7piUU+8R1gTdLak/QVlcobCm5V4zq3W9kKSuBLebv8bFvs8A35P0oplVxGdnaWJ2JYlngR8A18dyBpvZjFrqSddfo4Guko6Ig4tCoK+ZzampnDQ8TFik2dHMEmtiOgKJ9TXnJ8mQ7tlPVtDrfV8ifQnuS60SV9Adp3XwDCFMV2KqcIGkR4A/SfqWmR3ZzPIspJkV9KUF+R+82K7duy+2a1sxt7ioy/oQ6nBQc8rQUAa/XTXrhBk136ONbXZdRhhcbCG/eGC/zRsnVpGymH/26gnDu7Xdc3zXNnsenZzeq6rLgeeUD181pnjqlHXaeGht8qxf32nvslkn7p2fX7G2V69ZE7rvsaB7fn7lPg1oWr3YjWU9duPZHsfz7Ja0ldblozkMfH8mQ9a9Rd92q+jcq0r5WY2YQ1CW6sqzhCn155MTo3KSSUE5F7hN0m+BCkLEl1T+DtwiqYwQSu98MyuX9BXgXEkVwEfA7+Jg4G5gSrz29uh/ncpDwD8UFv6daWZvp5yfSPA7fy0eTyN8f2/P0J5ULgMekPQTtl5IO4bgtjKTYET4sZl9FM9NAE40s7eiO0/nmAbBVe96SVWE/vpemjq7xbYVx+MpwF+Tzj8CDDazRHSpupRZE2nbobBWoCYGUu06k8wVUe7LY1nnR0W7OzVvmtU2umkkwiz+E/hTPHc7wX1jmrQlfObpacq4FPibpFkEHW881RbsmuTfqr/ijNGZwM0KrmoFhFCX6Z7/y1Xtgw5welzD8RhhzcLVSef+QHBx+QUwNil9m2c/pY563xeFhc0bkp7DVofqN3h2HCcXRN/FtJYASSeY2fPpzjUZpR1vI0QYaBIqoGJam+I3n2/fbuWrbdsULSkoKKmqRxSBlkTHtbbi1r9WVuZbzWEal3c5cMbsAd8ZnJq+cdVf58CmA1LThTaf2uuSsjb57YakK++1ggXj5+QvOQxRnO58Onbd9b0Ze/d+Y2ObNmsPURpXmeZkNZ1WzGHguzMZsm4h+xWvpEvPKhU0ZkA44qNjB4/LnG2LxfZyM0tnqXZaGJKeJPhBv5Cj+p8xs8/XI/8lhMWq6ZR6J0vEgdFnZnZHrmVpKK6gO04rQNI0M2sxvtSUdrwCyFrs25X5eStebtd20fPt2m0oKy7a5bO8vL4En81Wjcyq/u/mypkd15NWkU6waK+TJi7a+4vbWNg3rR37clXFghHprinKa/vJab0uXp+n/LSK6zKtnj+2aFpxlWzv+shcXLz2gz77TF3YufOSAyS61OfapmQNO62ay4DFMxny6QL6F6+g6x6VFPRKONdmoPNHxw6uc/x+SRcC91hu4ko7dSD6tk8BZppZupkKZwdG0gXAPy17+w40O66gO04rQNJ0M6tVyWtWSjueytZT3HWmCqpmFxe99Vy7dsteadcmb3FhYc/NKe4d2wtXPlY57tCFltbvPJnZ/S94efluB49ITa/avHTepjUP909zCQCdi7q/ecIe5/ZQiNCxDRVsXvtE0eszV+Wtq7cLlFRZ3rPn3Nd77jl7l4KCzfvX9/rmYB3tPp3PAYtnMmT1fPYvWMZu3TdTWELwVU6w5KNjBzcqeo3jOE5z4wq647QCYkish2o6b2aXNqM4UNqxhG3De6Xlszx9OqFt27eeb99u7bQ2xTt/kpe3DyEk3XbN0WVVUy9+supg1SHazdShP56wZue9hqemm5mVr/7zcqh5d9A+Ow2edNCuJx6mWizJM/IXT3y94O0DEQ2KV96x40dz++wzdVW7dqsPVj3cZnLBRorXLaD/2zMZunoeB+R/Sqe3Fhw34vxcy+U4jlMffJGo47QONtCSYrmWfrqY0o7LCQu4tuLNwsJFL7Rvu3Rcu7a2sLBoj02iN2HDlR2Gbqtt6cVPVu1TF+UcoLy4U7t06ZKk/K4LrXJ5jQr622tmHL5b273G7dm+X42W+sGVJUfuVdVl8X+Kpi7ZrKpMkQ+24dNPd99/2htfpLBww4revd+Y27Xb4r6Stcg1AW0ob38gMwYdyIxE0vOQumbScRynZeMKuuO0Dj4xs3tyLUQKU9ZLx77Wts3C59u3Wz21TXH75fn5fUzaG6iX3/P2REGlbfrDHZWrFXZOrBObC9t1qulcfvHAgs3ra1//9ury/xx9cs/dJ3Uo7JQ2xjrALtah5NzyYzY9VTR9/Ed5q4+uKV9tVFS07bpgwVHHLFgwrLJ794WT9iqZ2aawsHxwQ8pqRqZkzuI4jtOycAXdcVoHqTGZc87n9tzjxY/y809CGpxrWVoSv3ygclK7TdRLAa5SQY0W8vyifgdsXv/CJqColiL0zNI7B5zW6wcLC/IKa9wlNZ+8olM2HXT0gvwPpkwomLcPooEbB+Xlf/jhfod/+OF+dOjw8cI++0z5aKedVg6VSOsLn2NcQXccp9WRlzmL4zgtgI6SfhE3LGoRfFRQ8DqSD/KTOGVy1av9l9RPOa8oaL+a6q24t0Eq3gm1zbjZxmar6PDs0ruKzeyTTHn3q9zj0LPLjywvtoKZ9ZE1HWvX7rrvzBn/b/hrr47c/MHS/cZXVeUtbmyZWeTt4497e2WuhXAcx6kvrqA7Tuvgq0B74FlJUyRdHneAyyVTaIGW/Vyx1zJ7+9wXq+q9cdL6dl0zbv2dX7jvmrqUtWbzql4Tl//73bqEFutAm+7nlB89YO/KbuMwGh1OsLKyqOPbbx969MRXvrbX/HlHvVFe3m6qGVWNLbeRTMicxXEcp+XhCrrjtALMbKaZ/dTM+hB2iusFTJL0kqRv50KmsvPKynH3AQCKN9m6a++pRNQ/Ssq6druvzpQnv82Bvepa3tL1bw5Z+Nkbr9Ylbx7KP75i4DGfqxhUJuPDutZRO9KKFXsfNGXylw954/VT31+1avdxZqzOTtn15qkc1es4jtMoXEF3nFaGmU0ys8uBbwCd2Hrb6+bGFSDg93dXziiqpEHuR+va75FxFiIvv+vekPduXcuc/skLR68q/6jO1uO9qroO/lr58OL2VpzVAdeGDR33ml32uWNenfjVovfeGzChsjL/zWyWn4FK4NlmrM9xHCdruILuOK0ISYdI+pOkd4FS4DYgl64u/8ph3S2Cc16snNDzY+q9EVCCde12r9NmFCrYY3F9yn3+g38etqlyY1ld87elqPNXy486dP/NPcdjbKpPXZmoqipo9+7iIcNfnfi1vrNnHztr/fqdXjOjqXf4e+34495enSmTpLaSxknKl1QiySRdk3S+i6QKSX+NxxdJ+kYTyl2TnJdKmifpfkmnS9pm8ygFVkraJR53j+05KinPCkm7Sro9XRkZZFjb+JZkrCNP0s2SZksqkzRVITJUi0bS0ZKmSdos6cyUc09LWi3pyTqWVSppqaQZsR9OrSFfxmcx+T5LWiypyXYHljRC0qdR7sTrhCyVXSKp1rU4Mc/Xko4PlnRzA+srkjReOVxn5Qq647QCJP1O0tvA34GlwJFmNsLMbjWzj3MlV9l5ZQuBObmqP9f0f8/mnjrZDm1MGRvb7FpYl3wFxYPq5T5TRVXRU0vv2K3KqurlujJs835Hn7LpoLfzTIvrc11dWfVJz0FvvH76EVMmf2nlyhW9xpmxoinqAf5Xx3wXAo+bWcIPfxFwctL5s0h6xuN37t66FJzlP/fvA58zs3OA04FtlGsLOw9OAo6IScOA6fEdSfsBH5vZx2b2LTObm0X5ssVIgtFhkJkNBM6AnLlI1Yf3gPOBB9Kcux44t57l3WhmgwnP353aendcJBXU5VnMwX2eYGaDk17PN2PdJcAWBd3MXm/oJn5mtgl4gfA85gRX0B2ndbAROMnMDjGzG8xsSa4FSmJMrgXIBR022OpfPli5s2jczpqbinau066qeYX7DADW1afsjZVru7380YOrzKxei3l3t079zy0/ussuVe0n1ue6+rBpU/vd58075piJr3yt4zvvDH118+bCjJFq6snjdcx3DvCfpOP1wDxJB8fjkcAjiZPRunll/LyPpOclzYzW0z7RijhB0hPAXEltJN0VrcHTJR0brz0gLvieIWmWpH1j+o+i1XS2pB/GtFuB3sBTkn4OnApcH69Nda16laiQx/cb2VphnxjLfDnRRklrJV0b2zFJ0m4xfW9Jr0XZk2cVJOn6JCv3yJj+t4S1V9IYSXfGzxfG8ttLGhvrmZ24LoXuwIdmVgVgZkvMbFUs489JMnxb0o01lRmtxb+PffS6pKGSnpH0tqSLMrRjROyfxyTNV5i1qHXTMTNbbGazYNuF0Wb2AlCnhd5prp0HbAa6RJn+LOl14LLEsyipn6Qt7mnRklwWP2+5z8lI+nrS83ebpPyY/k1Jb8Zz/1D1zFFXSf9SmNGYKqnOs4a13KNDJL0a06dI2inKPkHh+zRN0rA05dWUZzQwPLbp8ngfn4zXdJb0b4Xv2iRJg2J6qaQ7Yz+9IylZof834fchJ7iC7jitg41mthBA0lnJJyT9LjcibaGuitD2g5n94Y7KNwuq6NnYoioLinetSz6poJi8neo9W7Fi45L9Z60aV+9daAsp6PDlTYcfeXBF74kYTebaYJZftHTJAcNee/XsATNnfH7e2rW7vGLW6OhAc44/7u0FmTJJKgJ6m9nilFMPAWdL2pPgy/5BDUXcD/zNzA4kKL+J2YqhwGVm1he4mGDcHkiIxnSPpDbARcBN0Up6MLBEYcfdC4DDgMOBb0saYmYXRRmONbNrgSeAq6KFMnWb1IlUK+iHEgbQe8bjYQQFPpX2wKTYjvFAYuH5TcAtUfbkmZgvAYOBA4ETCIOF7oSoOcNjnh5UW/mHx3JPAj4wswPNbADwdBpZHgG+GJWsGyQNSUlPzDhdANyZocz3Yv9OAO4GziT0628ytANgCPDD2Ibe0HA3tsYg6TCC0p+YaSoys4PN7IZEHjObDxSp2hVoJPBwLWX2j3mOjP1TCZyjEBnsl4Q+OhJI3nX4JoJV/xDgy8DtNRSfUJATrz6kuUfxu/cw4XuS6P8NwHLCTNHQKGM6F5Wa8oyi2oJ/Y8o1vwGmm9kg4GdA8sxDP+DzhO/Lr5OesdnAITW0s8lxBd1xWgdnJ33+acq5k5pTkFTKziubDizOpQzNzcVPVo3vsoZGubYAGKo08mrcpCiV/KL+5Q2pZ/6nk4/8cP07Lzfk2sGVex/5pU2HrSiwvPkNub4+fPZZt/7Tp51y1KTXzlr/0Ud9xlVVqaEzRXVdG9GF9O4TTwOfI3zv0io6knYCepjZGAAz22hm6+PpKWa2KH4+Crgv5pkPvAv0BV4DfibpJ8BeZrYh5h1jZuvMbC1h8Duc+jEVGCKpPVAYy3lH0j4kWdBT2AQk/KPfILgKQFDSHoyf/5mU/yjgQTOrNLNlwDiCIjOBoKDtD8wFlkWF9wjCwKAM+Jyk6yQNN7NPUwWJs4P7EX7nqoAXJB0f2/EicIqkfrFtZRnKfCK+lwGTzWyNma0AyiV1qqUdEO7hkmjJn5HUJ83F5ZJmAH8ERkb3JahZ8X6EaneMWhV04HjgIGBqrON4wiDkUGCcmX1iZhXAo0nXnAD8NeZ/AthZ6fdvSHVxeZv092g/wkzJVAAz+yyGhy0E/hFnAB4ljStXHfOkchTxGTazF4FdJe0cz401s3IzW0lQ/neL+SqBTfG73uy4gu44rQPV8DndcS7YYdxcDnmzasbRs+2ozDkzs7HNLsuJU8t1oaBo0D4NrWv8skePXr95zesNubazddj73PJj9t69qtO4htZfHzZvbtN54ZvDjpn4yjl7vPnm4VM2bWozzYw6LaaN1FVB3wC0SU2M/qdvAFcAj9Wj3gQZXZHM7AGCq8oG4H+SjmtAPUjaM8laeVEcJCwk+NZPi9kmAV8AugHpZhYqkhTASrbeZbzO/W5mSwmRpU4iWMwnAF8B1kbl+E3C7EIZcI2kX0k6LEn+U2M55Wb2lJldBfyO4HMPwWp7PsF6flfMu02ZSSIlBrRVSZ8Tx5nWByTnT+2T5uDGqOAON7PkiEw1PVsPA1+R1JcwY7OwlrIF3JOkRO9nZqUZ5MkDDk+6pkccNGUkwz1K5XJgGWFW42DS76Bclzz1obZ7XUyO9vtwBd1xWgdWw+d0x7ngn5mztH46f2bLrni8qoegzkp1baxvu1u9drlU/s7doaChoQrznl56x76VtnlR5qzbkk9e8SmbDjpmeEX/KRgZdyvNDspb9tG+h06edNbQ6dNOWfTpp93Gm2X05X3j+OPenlWX0s1sFZAfXU5SuQH4idWwM6uZrSG4pZwOIKlYUrs0WScQ/Vij8tQLWCCpN/COmd1M8IEfFPOeLqldtICfQfrNltYAO0U53k9Smm6N518luGe8Fo9fAy4juLHU5/diItWzd8m+uBOAkQqRb7oCR1O9J8KkWHdCQb8y0YboQrHezO4jLJwcamaTk+R/QsFXfI+YPy/2y7uxrZMJ7jpfI1r205VZj/bV1o60KPi1n1GPOpqlrGipriS4qNRmPYew+PFMSd2iHJ0l7UWYfTlG0i4KC5y/nHTNs8APkmQfXFfZarhHC4Dukg6JeXaKdXakeg3CuaT/ra0pz5bvRRqSv4cjgJVm9lkGuXeN+Srq2NSs4gq647QODpT0maQ1wKD4OXE8MNfCRTeX1zJmbMXkVdnm6++o/CjP6JqtMte1717vhWN5hb1q8ofOSEVVecfnlt5DOteCurJf5R6HjiwfVl5sBTMbWkZDWLdul96zZn7+6NdePZslS/qPr6rKS/W9TnBbPYt+ljD9vRVmNsfM7slw7bnApZJmEZTi3dPk+TuQF6fjHwbON7NygmV5dnQZGADca2bTCL7SU4DJwO1mNj1NmQ8BVyksOk0Xf38iwWUh8Z2cBvQkvf95bVwGXBxl75GUPgaYBcwkuJ382Mw+iucmAAVm9lastzPVg4yBwJTY5l8D17At3YD/KoTUm0VYIJm818MjwMQ4uKprmTVRWztqYiCwTR6FBY9LCFFXbpM0J+ncBIIrxvGSlkj6fG1lNYKHga+TtKg5HRaiuvyCsDP1LOA5oHucAfkd4fmbSHBdTPxWXAocHBdZziWsoUhHqg/6maS5R3GWaiTwF0kzowxtCN+X82JaP9LPGNSUZxZQqbDo9PKUa0qBg2J7RwPn1dZHkWOBsXXI1ySofoNpx3Gc9Ay8Z+A5RF/b7ZGfPlw5bsg7dkw2y5y33zkvf9h92Ij6XFNZsWhWxdoxgxpT714dDph6WJeTD1JK6Lb6UIVVvlhY9srivBXDUW6MPbt2eXda795vbC4uXneQRD7BgrbH8ce9XedFrZKGApebWX3D4Dk5QCEqx40WIqPkov5nzOzzmXM2b1nZQlIHM1sbrdljgDsT6yx2NCQ9DoyKLjrNjlvQHcfJFo8SFthsdxw3o2ry4Hfs6GyXu75tt3r/BucV7HUAsCpjxlp4d+2cQxatLRvfmDLyUP4JFYOO+VzFoFmyrSJ8NBsfr9xr6NQpXzr09amnf/jJxz3Gbd5c+I/6KOcA0Wr9kuqxFsBpfiR1kvQmsCFXyjlANhXqlqacR0qjpXs2YU+Af+dUmhwRo8z8O1fKObgF3XGcLDLwnoG/Y9soM62a7h/be3/+v8qOCn6PWWXi4VdPKW/Tud7RYMo/vftVq/pkm/jA9eWkHt+c2LGoS6PDx21g08f/Lp7yzjqV5ywkWeSA0tLSlrj5juM4Tr1wC7rjONnkVsJCpe2Cws228bq7Ktc3hXIOUFHYvkHl5hcfkBXLynMf3DO0omrTvMaW05aiXb9aftQh/Tf3HIexKRuyNYBnXDl3HGd7wRV0x3GyRtl5Ze9RHU+51fOb+yqntqnYarOOrFKVV9StIdflFx3QnzQ7FtaXStvc9umld3Qyq1qROXdmjty83zGnbDro7TzTu9kor578KQd1Oo7jNAmuoDuOk22uy7UA2eCMiVWv7PNhvTeJqTOVeUXrkHZpyLXKa9cZFdd7V9F0rN/8Wfdxyx79KEZVaDS7W6f+Xy8/unOnqvbpNsRpKmaXlpY+24z1OY7jNCmuoDuOk1XKzit7jVZuRe/9oS08e3xVfeIp15sNbbssa8z1eYW9sxaLfNmGxQPnrn5tcrbKK6JgpzM3HX7kQRW9X8Eyb9qTBf7YDHU4juM0G66gO47TFPyclrGBUr1pW25rrv5nZYEg3aYzWWNdu91XN+b6guID08XcbjCzV08YvmLj+1ndKXRI5d5HfWnTYcsLLC/d7pXZYi7bcXhPx3F2TFxBdxwn65SdVzaLzLvZtUhG31U5u7CSvZu6nnXt91jfmOvzCvbYD5TV8IYvffjgkRsr16fbGKfBdLYOe59bfkzJblWdGhXWsRZGlZaWbjcLkx3HccAVdMdxmo5fEXYBbDVc8Gzl+O6rOKI56lrXfvdGK5XK7/ZWNmRJYFjBU0tu36vKKt/PZrn55BV/cdNBRx9V0W8y1rgY7ilMKC0t/W8Wy3Mcx2kRuILuOE6TUHZe2ULCtuWtgoGLqmaf9IY1i3IOsKFt10ZvjJNfPLA4G7Iks6lqQ+fnP7hvo5nVa8OfutCvssdhIzcN21BsBTOzVOSPs1SO4zhOi8IVdMdxmpLfABtzLUQmdl5nH//s4arOgsLmqrO8qGP7xpaRX9Rvf8h+3PFVmz7a942Pn51tTbCT3U7Wdo9zyo8eUFLZdRzWqFCRD5WWlk7KlElSW0njJOVLKpFkkq5JOt9FUoWkv8bjiyR9oxFyNQhJl0qaJ+l+SadL2j9NHklaqRj9R1L32J6jkvKskLSrpNvTlZFBhqwPytLUkSfpZkmzJZVJmiqpyV3KGoukoyVNk7RZ0pl1vGZxbOOM+Lq5GeTsJOn7Scd7SHqsEeU9rwZGm3IahyvojuM0GWXnlS0Brs21HLUhs6rr76hclG/s0Zz1bi5o27mxZUhFHVC7smzIk8rba2YcvmT9gqwuGk2Qh/JPqBh0zOcqBs2S8VEDilgLXFnHvBcCj5tZwqVoEXBy0vmzgC0hK83sVjO7ty4FSyqoowx14fvA58zsHOB0YBvlOg6YJsEWN6xhwPT4jqT9gI/N7GMz+5aZtcSNm0YCewCDzGwgcAawOqcS1Y33gPOBB+p53bFmNji+Ls2+WNvQifAsAWBmH5hZnQYUNfDP5PKc5sMVdMdxmpo/APNzLURNXPbvqgm7rOPg5q7XlL9bNsrJL+rbZFbPV5f/55i1FaszWqkbyl5VXQd/rXx4YXsrnlrPS68pLS1dWse85wD/STpeD8yTlLjnI4FHEicllUq6Mn7eJ1oQZ0braR9JIyRNkPQEMFdSG0l3RUvpdEnHxmsPkDQlWk5nSdo3pv8oWo9nS/phTLsV6A08JennwKnA9fHaPinteZWokMf3G9laYZ8Yy3w50UZJayVdG9sxSdJuMX1vSa9F2ZNnFSTp+iQr98iY/jdJp8bPYyTdGT9fGMtvL2lsrGd24roUugMfmlkVgJktMbNVsYw/J8nwbUk31lRmtE7/PvbR65KGSnpG0tuSLsrQjhGxfx6TNF9h1kJpZN2CmS02s1k0coMwSQVx1mBEPP69pGvj568nPTO3ScqP6SfF52+mpBdi2pbnNB7PllQCjAb6xDKuV5g1mh3z1PSsni/pcUlPS1oo6Q9JIj8BfLUxbXYahivojuM0KWXnlW0CLsq1HOk4Yl7VG0fMtybbjKgmygt3WonUJhtl5RcfWJKNcmpAzyy9c8DmqoqFTVVBW4p2Pbv8yIP7b+4xDquTu84CglKaEUlFQG8zW5xy6iHgbEl7ApXABzUUcT/wNzM7kKD8JqLmDAUuM7O+wMUE4/ZAgiJzj8K9vQi4ycwGAwcDSyQdBFwAHAYcDnxb0hAzuyjKcKyZXUtQiq6KVte3U2SaSLWCfigwBtgzHg8jKPCptAcmxXaMB74d028CbomyJ0cE+hIwGDgQOIEwWOgOTIAtm3f1oNrKPzyWexLwgZkdaGYDgKfTyPII8MWoQN4gaUhKesLN7ALgzgxlvhf7dwJhvcuZhH79TYZ2AAwBfhjb0Bs4Mo2s2eAlVbu4XG5mmwmW+FsknRDb9xtJ/QmDxSNjmyqBcyR1Bf4BfDnev7My1DcKeDs+O1elnKvpWYXQTyOBgcDI+N3AzFYBxZJ2bUQfOA3AFXTHcZqcsvPKxgG351qOZLp8ah9e9u+qEuXgd3BDu91WZKusvPxd94K8xdkqL5XNVtHhmaV3tTGzrG2MlIqQjtzc75hTNh30dp7p3VqyGnBxaWlpXf3uu5DefeJp4HPA2dQQDlTSTkAPMxsDYGYbzSwRGnOKmS2Kn48ixmE3s/nAu0Bf4DXgZ5J+AuxlZhti3jFmti4uwn0c6r1b7VRgiKT2QGEs5x1J+5BkQU9hE9Wbh70BlMTPRwIPxs//TMp/FPCgmVWa2TJgHHAIUUFX8G2fCyyLCu8RhIFBGfA5SddJGm5mn6YKYmZLgP2AnxKs0S9IOj6240XgFEn9YtvKMpT5RHwvAyab2RozWwGUS+pUSzsg3MMl0ZI/I6lPsk2yi8uNsQ/mEPr7SeDCuIvv8cBBwFRJM+Jxb8KAY3zieWvk97CmZxXgBTP71Mw2Eu7tXknXLYfmdQF0svDHJF+AUx8ZfAFODahxC3BmSXpWUtqNWyT9L/5Y11TOlkU0ceqzSXfBlHS3pEVJVpV0Fq+Glr3VtGcNebZ6/iX9NlpyGlLfKZJ+W8fsVwBZDd/XUPIrreL6OypX5kFOrELr2u2+jeLSGPIKetSm1DaatZtX7Tlx+b/fjda/JmN369T/6+VHd+5U1T6dkglwU2lp6Qv1KHIDsM1MRVSI3iA8kw1ZQJdxd1Qze4DgqrIB+J+k4xpQD5L2TPqtuCgOEhYSfOunxWyTgC8A3QgzDKlUJC34rQSSfefrvBDYzJYSfJxPIljMJwBfAdZG5fhNwuxCGXCNpF9JOixJ/lNjOeVm9lS08P6O4HMPYRB/PsF6flfMu02ZSSKVx/eqpM+J40zrA5Lzp/ZJczCQMHjsFo8F3JOkzO9nZqW1XL+ZrXW4xs7I1dYfbQjPsdOMZMNy5AtwWhY74gKcQcDrwM+ST8QBV56ZfcHMVtdUQBYW0TSEq5J+iIdlzp5VTifp+TezX5nZ8w0sayxhWjrjrptl55V9BnyngfVklZ8/VPVa+3IG5qr+de27ZzXySn7xgTtls7x0LF3/5pCFn71Rk+KcNYoo2OnMTYcfeVBF74nYVorwbML0fZ2J0/P5Su9OdAPwk5oskma2huCWcjqApOIanvMJBD93JPUFegELJPUG3jGzmwk+8INi3tMltYsW8DNiWiprgJ2iHO8n/VbcGs+/SnDPeC0evwZcRnBjqU/knYmEWQQSbUhq08hoeOsKHA1MiecmxboTCvqViTZI2gNYb2b3AdcDQ81scpL8Tyj4iu8R8+fFfnk3tnUywV3na0TLfroy69G+2tqRFgWf8DPqUQeS6rXGRtKXgM5Rnr9EA9ILwJmSusU8nSXtRejvoxOGNkmJxeWLiX0haShs2Vxty7OThrTPagZZBewe63OakWwo6L4AxxfgtIQFOOOBfRRmcRZIupfwh75nbEsXSaMlXZzUB6WSrlTSIppkYt/cGZ+z6ZJOi+ntJD0iaW68T5OTnoUT4z2fJulRSR3q2gBJx6ja0jRdYYodST+J/TtT0uiY9m2F2ZGZkv6lNIpDujyShpHy/CtY9M+M1xwf6y6LbS+O6Ysl/Sa2q0xhCjoxqH0ZOKUubSw7r+xp4G917ZOm4POvV7024D07OpcyrGu3e1bDF+YV9hlAiGzSpEz/5IVjPin/KJ1CmXWGVO595Jc2Hba8wPIWEKx755SWlpZnui4NzxKm9rfCzOaY2T0Zrj0XuFTSLMJ/Q7pZur8DeZLKCO4y55tZOcGyPFvBXWEAcK+ZTSP4Sk8BJgO3m1m6nVsfAq6K38XU/ygI/0O9qVbQpwE9Se9/XhuXARdH2XskpY8BZgEzCW4nPzazRLSdCUCBmb0V6+1M9SBjIDAltvnXwDVsSzfgv/E3dxbBEvzXpPOPABPj4KquZdZEbe2oiYGwbWQhSYdIWkIwOt4maU5M70KwftdEsg/6vTH/aOBbcXbgr4S1CnOBXwDPxuftOaB7dNn5DvC4pJlUu2T9C+gc5bgEeBPAzD4GJsb/5etTZKnpWa2NgwgDv1a16dz2gOo32E65OCzAec/Mdo/HJQSfqp8RRoY3EX6M/gkcbGaXSColTIf9UdJkYLSZjVGwcOQRFr2MBQaY2SJJVwAHmNmFUSl4luAzdT3hobk/ypFPsAreTfDZEuEH8OtmNl3S4ijDSkl3A0+a2TZTm5KOAX5tZsdJmgD8P+BlMztY0j9inXdIehm40sxel2TAqWb2X4XVz5+Z2TUKg4zHzOzeqBheZ2YdJH2ZsIDoJIKP5FTCoqFjgIPM7CpJU4AqMztc0l2EH+wOwElm9u0oa8dUHz9JPYFXCFbzF4D7Yvs7EH6k+plZhYJbxXdjX25TZuyv68zsFkk3EvzhjiRMdc02s91qacd+hEHbAYSFTxMJFuNXtn2Ktun/Gu9NmryLqb6nfyVMO98CvAMMM7NJyfkIlpk/m9kxMX0u8HnCs/OkmQ1QWFl/pZmdIul3wFwzu0/BwjGFsLDoe8C+ZvZdSQMI/ouHEywMjwP/z8zWKfieFpvZVi4gsY3HAIl7N8fMzpH0X8L3YWK8XxsJfrK/BE4ws/WSOpvZJ5J2jT/EKAz+lpnZX1K+XzXl2aqPE8fxtRA43szeVBjkTDOzP8c+vCFe/32CZexb8fpzgMPN7AeZ7hnAwHsGFhH+0A+tS/5s0nOFLbrh9souqtnC1Cy8duivJ21o1+3wbJZZ/untk63qs8OyWWY68sjbdFqvHywoym/TLDMQlVSVjy+ce8m5V3+vQWsYFKyLl5vZuVkWzWkCFFwMbzSz+rgyZbP+Z8zs8/XIfwphIXKTxzjPBZJuAp7I1f3YkWmsBd0X4AR8AU7uFuC8FC0rOwO/j2nvJpTzZKKlqpuCz/mBwCozq80n+kRgVCz/ZcLgpBeh3Q/FMhNWIAhK+v4E68UM4Dy2XmiTTLKLS2JqeSLwJ0mXAp2ixeIE4K7Ed8Oqp+MHKMw0lRFmsQ5IU0dd8iSzH7AoWnUA7iEMtBM8Ht+Tn3Go5wKiGNXlLODjul6TDYoqbMPv767cnGvlHGBT0U5ZlyGvqH/WNyxKRxVVRU8tvX33Kqv6MHPuxpNP3tiGKucA0Wr9kmLIOqdlorDBzpvAhlwqg/VRzmP+J7dX5Twy25Xz3NBYBd0X4AR8Ac62NNcCnMQK+W9YtZ95bc/Po4RQXCOpYfCYhAihrRKKdC8zm5ch/3NJ+fc3s2/WtSFmNhr4FtCWoOT3qyX73cAlFtYZ/Ib0C4Tqkqc+JO5poxcQlZ1X9h5h0NComML14dp7K98o3sy+zVVfbVTmF3fJdpkFxYOarW0bK9d1fenDB1dHw0hT8hbh96pRmNmdVr1OymmBmNlqM+trZpnCCDrNiJn9I9cy7Kg0SkE3X4CTCV+Ak4KaYQFOBh4m3JMzCcp6bTwD/EAK/vOqjtc7kTBwIs52JKb6JwFHxtmWhA97X+qIpD5mVmZm1xFmcvoR/BAvSHw3VL1AaCfgQ4WYweekLbDmPDUtIloAlCTkJ/jf1mUnyb4Ef/96UXZe2TPA1fW9riGMHFf5yl7Lt/VDzgVVyt8E6pY5Z/1Q3k67Q2GzbQi1snxJ/5mrXp6WOWeD2QCc2XP08M+asA7HcZwWSTYWifoCnJrxBTjbku0FOPXCQvzZnYClZpZpiv5qoBCYFeVJKJN/B7pGH/ZrCFGKPo3uP+cDD8Zn+jWCkp2OxCLNxKsI+KHCwp5ZQAXwlJk9TXA1ej3eo0QIxV8SnvGJ1LxLZ0150j7/FuLfXgA8Gp/ZKuBWMnMsYd1IQ/gtYSDUZPRdYvO/9Ko1+06hNbGxTedlqPZF0w0lr7DXsqYotyYWfDrlyA/Xv/1yExV/cc/Rw2c2UdmO4zgtmkYtEgVfgNPa8AU4jSf6shaa2cao4D4P7Bddu3YoFCIWPWBmxze0jIH3DNyFMAjN5CNfb9pvsE//cXPlpwVV9Mp22Q1l5a4DZ84aeNGBTVF2ZcW7ZRVr/9Xc4SOrvrjn96e1K9gpm4Og0T1HD/9pFstzHMdpVTTagu4LcFoHvgAnq7QDXlEIeTUG+P6OqJxHehHWmjSYsvPKVhGi6WR9s50/3Fk5vyUp5wBr23dvsnCIeQW9DqCZF98CeU8vvWPfStu8KHPWOnGnK+eO4+zoZGWLa1+A0/LxBTjZIy7YPdjMDjSzQWb2VK5lyhVmNtXMZjS2nLLzypYSIj+taLRQke/+r3Jc189o8rCD9WVdu90rmqpsSXnK27XZ/NATVFSVd3xu6T2kiyxVT56ghWxm5TiOk0uyoqA7juM0lrLzyhYSIhitaWxZQ96qmnncTDuy8VJlnw3tujXpbGN+8QFN4t+eiU8rVu49ecWTC2No1YbwCnB2z9HD3djjOM4OjyvojuO0GMrOK5sGnMbWYTrrRae1tuInj1XtrqYL7dkoNhbv0rYpy88vOmB/QijMZufddXMPXrS2bHwDLp0CnNJz9PCmDtvoOI7TKnAF3XGcFkXZeWUvAV8lRLKpF3lVVnn9HZVL8ozdsi9Zdthc0K5TU5avvLadUPGcpqyjNqaufGrEp5tWptvQrcZLgBN7jh7eWPcYx3Gc7QZX0B3HaXGUnVc2hmBJX58pbzJXPF71Ssf1DMmcM3dU5RVmPQZ6KnmFfdLuP9FcPPfBPUMrqjbVtqlXgjeoo3Iuqa2kcXHfhRJJJumapPNdJFVI+ms8vkjSNxreioYh6VJJ8yTdL+n0uFdCah5JWilpl3jcPbbnqKQ8KyTtKun2dGVkkKHJFiIn1ZEn6eYYGrZM0lRJezdxnVv6QtLPGljG4NjXJzXg2pIYwhhJB0u6OX4eIWlYUr4mffYkXRHb0CUpbUQM2TtH0rik9E6SHpM0Pz6XR8T0qyXNitc8m9g/pZY6SyRtiOF550maIun8Osr7YKzr8gY2uUFIulvSoqRwxvUNlV1b2XtIashGnInrn098/2vCFXTHcVokZeeVPQUcD9RJ2Ty6rGrqwQvt6KaVqnFU5Lf9DGnnpq6noPjAHplzNR2Vtrnt00vv6GRWtbyWbNOAz/UcPXx1HYu9EHg8KSDBIuDkpPNnEfYkAMDMbjWze+tSsKRsukN9H/icmZ1D2MV5G+U6bng3CTgiJg0Dpsd3JO0HfGxmH5vZt8xsbhblyxYjgT2AQXG34jOA1U1VmaT8lL5okIJOmJ17Jb43GDN73cwujYcjiPcunqvzs1dfJO0JnAi8l5TWibA/x6lmdgDhu5DgJuBpM+sHHAgkBs7XxyAHg4EngeRdxGvibTMbYmb9CRv+/VBSrTv9StodOCTWdWNd2phlrkrazHFY5ux1w8w+MLMzG1HEPwm/FTXiCrrjOC2WsvPKJgHDgSW15dttlS25+MmqfZTFTa2agg3tujbLRkJ5Bd33BX3QHHXVxPrNn3Uft+zRZTWEIH0aOLbn6OGr0pyriXMIu0ZvqQKYJykRf30kYSM2ACSVSroyft4nWqxmSpomqU+0OE6Q9AQwV1IbSXdFa/B0ScfGaw+I1sIZ0Qq4b0z/UbQez5b0w5h2K2GTu6ck/Rw4lepNyVI3xXuVaqVuGHAjWyvsE2OZLyfaKGmtpGtjOyYp7EOApL0lvRZlT55VkKTrk6zcI2P63ySdGj+PkXRn/HxhLL+9pLGxntmJ61LoDnyYWBRsZksSG+BJOjHKM03So5I6xPRDJL0ay50iaSdJ5yvOesQ8T0oakdTeGxRC2h6R6AtJo4G2sV/vl/TbxD2I110r6bJUgSWJoLyeD3xOcRd0JVnG4/GVkkrj54OivDOBi5PyjIiylgAXAZdHeYanPHsvS7outvdNScNjejtJj0iaG+/B5KRnuTZuBH4MJG9i8zXC4PW9eC+Wxzo6Enb4viOmbzKz1fFz8g697VPKy4iZvQP8CLg01tVe0p2xndMlnRazPgv0SOqbPpKelvRG/P71i9ffrTAj86qkdySdGdO7Sxofr5+d1H9pn7FMKMz8LFYY1CTSFkraTdIX432YrvB7kfh+HaNqK/z0+Nwmz6bU9NtxvqTHY3sXSvpDkihPkGGQ6Aq64zgtmrLzyuYCRwIL0p0vqLRNf7iz8jNBrdOFLYF17XZf3Vx1KX+3t5qrrppYtmHxwLmrX52ckvx3woLQz9Jdkw6FnXZ7m9nilFMPAWcrWBUrgZoGJfcDfzOzAwnKb2IX4aHAZWbWl6B8WbQGfxW4JypwFwE3RUvjwcASSQcRdt09DDgc+LakIWZ2UZThWDO7lvAnnLDgvZ0i00SqFfRDCXsq7BmPh5F+5+r2wKTYjvHAt2P6TcAtUfbkHZK/BAwmWE5PIAwWuhM2Bhse8/Sg2so/PJZ7EvBBDCU7gDCgSuUR4ItRablB0hDYsvvzL4ATzGwo8Drwo3gPH479nZAn06Lg9sDkKMcriUQzG0XY02NwnKm4E/hGrD+PYN29L015w4BF8V68zNYzMDVxF/CDKPM2xGfyVsIGgIPNbEKabAVmdijwQ8KO3RCsp6vMbH/Crs8HZRIkKr1LzSx1h92+wC5xMPCGqt1r9iaErr0rKo63S2qfVN61kt4nDH7rYkFPZRrVu2X/HHgxtvNYwrPWnjBIfTupb/6P0J8HEXbG/ntSed0JO9OfAoyOaV8DnonfvwOBGTU9YzXImLxr9/1xQPkfwowPkg4D3jWzZYSZlcPNbAjht+XHsYwrgYujDMPZ9rmt6bcDwvdvJGEX9ZHxt4o4mC2WtGsNcruC7jhOy6fsvLL3CD/cU1LP/fr+ykltN23rRtASWde++8bmqiu/eFCbzLmantmrXxm+YuP744Eq4Ic9Rw+/uAGhFLuQ3n3iaUL8/LMJyt82SNoJ6GFmYwDMbKOZJdY2TDGzxAZLRxGVOjObT9g4qy/wGvAzST8B9jKzDTHvGDNbZ2ZrgcepVnjrylRgSFRiCmM570jahyQLegqbCO4IEPz3S+LnI4EH4+d/JuU/CnjQzCqjAjIOOISooCv4c88FlkXF/QjCwKCMYGG+TtLwdPHtzWwJsB/wU8K9fUHS8YQBy/7AREkzgPOAvWLeD81sarz+MzPbnKGPKoF/ZciTUJI/joOEE4HpZpZuw66vEhQv4nutFsxoZe1kZonIRP+sJXttPB7fk+/ZUQlZzGw2MCuDLO0Ibj3pFOkCgoJ/MmHTt19K6hvThxIGb0OAdcCoxEVm9nMz25MwgL2kAe1KnrE8ERgV7/nLQBvYepO4aOUeBjwa891GUMoT/NvMqqIbU2Kh/1TgAoUZjYFmtoaan7F0JLu4nBPTHiYozbD1b0dP4BlJZcBVVO9uPRH4k6RLCc9D6nNb028HwAtm9qmZbSR815LlXE5wE0uLK+iO47QKys4rWwkcQ7BoAfDFSVUT91tKi/Y7T2Zdu90bGiO83uQX7TeARoSrzCYvffjQAZ9tWvmFnqOH39TAIjYQ/vC3IrrPvEHYzbYhC7bWZcpgZg8QrIAbgP9JOq4B9SBpzyRL3kVxkLCQ4Fs/LWabBHwB6Eb6GaOK6L8OQXlN9p2vs4uCmS0FOhEs5eMJCvtXgLUWNmJ7k6DYlQHXSPqVpMOS5D81llNuZk+Z2VXA7wg+9wKeS1KK9jezb9Yizma21kWS7/NGq/smiLcTXFcuIFjUiW4HMyT9T2G38y8Dv5K0GPgLcFIcwNUmQzZIfA9T71l96EOwiM+M8vcEpin4eC8hWJnXmdlKwj09MKYvMbPELNZjhPuayv2EvqkvQ6j2aRfw5aT73svMUheK5wGrk/IMtuDPniD590oAcXB0NLAUuDvODtT3GUvlNWAfSV0Jz2xiAPUX4K/REv5d4nNgZqOBbwFtCYOCftuUWDPJbUq9/22oZRbJFXTHcVoNZeeVbSw7r+xC4Ht7f2Tzv/5S1eBcy1QfNrbt0myx2aXCdqh9WXPVVwtzjKoj9v/TGc80tIA4HZyfNG2czA3AT8ws7WLiaHFbIul0AEnF0RqZygTCVD/R+tgLWCCpN/COmd1MmBofFPOeruBH3J4wXZ7OtWENsFOU4/0kheLWeP5VgtvDa/H4NeAyghtLfXyCJxIsgSTakNSmkQqRb7oSFJ3ELNSkWHdCQb8y0QaFiB7rzew+4HpgqJlNTpL/CUlDY76EW8kgguVwEnBknAlI+Cb3JQw4uks6JKbvpLA4dzEwOPoG70lw96kLFZIKk47HEAYchwDPAJjZBVHeLxAWnM8ysz3NrMTM9iJY588AlgHdFKLmFBNcLLDgr71a1dF1kvs2mS33uR5MJAyKiDMZAxMnJN0raat+MLMyM+sWZS8hKN9DzewjwnN5lKSC+GwfBsyL595XWHRM7IO5sY59k4o/DZgf0w+VlHGBq4Lv/R8JSi2EPv+BJMXz20TTsuD3vkjSWTGPJKV1HUqqZy9gmZn9gzAIG0rNz1idiN+tMcCfCP2UmG3pSBgIQLDKJ2ToE/v/OoJFP1VBT/vbkaFdAnYnPP9pcQXdcZxWR9l5Zbf+6oHK8wQrcy1LfSgv2rlOC5myRX5R34wW4ibmEeCwKx5+cmEWynqWMJW8FWY2x8zuyXDtucClkmYRlOLd0+T5O5AXp7cfBs43s3KCEjU7TqUPAO41s2nA3QRldzJwu5lNT1PmQ8BV0f83dZEoBCWtN9UK+jSCZbS+4eAuAy6OsidH8BlDcJ2YCbwI/DgqbRCUigIzeyvW25nqQcZAYEps86+Ba9iWbsB/FRbKzSJYof9qZisIluwHY3+/BvSLsx0jgb8oLLh8jmBBnEiIyDMXuJnq2YRM/B8wS9L9sGU25SXgkRqs7l+N/ZHMv4CvmlkF8FvC/XyOqKxGLgD+FvuipkXo/wXOiNb6uro6/R3oKmkuoX/nAAlXokHUvJ5iG6Kl+mnCfZhCeB4Ti15/ANwf78VgwkwHwGiFRZezCO4piUW1vajZqtsnPsvzCN/tm80sMaN5NVBIuCdz4nE6zgG+GZ+BOYTBQW2MIMwaTCc8PzfV9IzVcH2yD/oMhbUQEL7jX2dr17hSgvvNG2z93/LDpL6qAJ5KqaOm347aOIgwEK/RzUv1G6Q7juO0HOb1678LYTr79ByLUideOvrmJZaX37O56quq/OS9TZ/d3StzzqyzBvjxFQ8/eWvGnHVE0lDgcjM7N1tlOtsP0Yo/DTjLzLIxIGxSostNoZltjIO35wl++m2AO8zsrFoLaDq5rgf+aWa1+sQ7jUPSTcATZvZCTXncgu44Tqul//x5q/rPn3cGwcq1Osfi1IqhKlNes+5wmpffuRfkL8qcM6s8BwzMpnIOEK3WL0XFxnG2EF1E3iIsyGvxynmkHfBKtCSPAb5vIQziZ7lSzgHM7CpXzpuF2bUp5+AWdMdxthPm9eu/B2Hauy6h05qdjcWdPnr1iGvTuVY0KZvWPDauavN7xzRDVZ8CV1zx8JN3NENdjuM42zVuQXccZ7ug//x5H/SfP+8UwuKe1TkWZxvWt90tXdi3Jie/+MAm37kU+B8wwJVzx3Gc7OAKuuM42xX958+7F+hP8E1vtrCGmVjXvnudN+bJJnmFvQcATVX3KuD8Kx5+8uQrHn6y1t1eHcdxnLrjCrrjONsd/efP+6j//HnfJIRcG58pf3Owrn33dFveNzlSfqHyOs7NcrEVhPBqfa94+MlMEVQcx3GcetJsMXkdx3Gam/7z500DjpnXr/+ZwB8IG33khPXtutUUoq3JySvqv7ly46RsFfco8NMrHn4ydet6x3EcJ0u4Bd1xnO2e/vPnPUaIk/tdQszlZmdjcefiXNQLUFA8qC/12GmyBsYCh1zx8JNfceXccRynaXELuuM4OwT958/bBPzfvH797yRsUPFToM67zzWWisIOzbFYMy3K69ANCudBRf/MubfhKaD0ioefnJIxp+M4jpMVXEF3HGeHov/8eZuBu+f1638vYWe6Kwi7ujUplflFXZu6jtrIKyxZVlWxsK4K+mfAfcBtVzz8pMdEdhzHaWZcQXccZ4ek//x5VcCDwIPz+vU/DPg+cBbQNtt1VeYVbER5XbJdbn3ILz6wa1VFxj1c3gBuBR684uEn1zW9VI7jOE463AfdcZwdnv7z503uP3/eecAewCUERTVrbGjT9aNsltcQ8gr27A+sTHNqHXA7cPAVDz958BUPP3l7fZVzSW0ljZOUL6lEkkm6Jul8F0kVkv5aSxkHS7o5fj6/trwZZPlZHfMtltQlfl7bkLpqKPcsSXMkVUk6OOXcTyW9JWmBpM+nnMuXNF3Sk0lp98e8syXdKakwQ90lkjZImpH0+ka22lZLvYMlfSHp+FRJoxpYVldJT2dPOsdpnbgF3XEcJ9J//rzVwN+Av83r1783cGZ8HdKYcte32+0ToKSx8jUGSXnK7zLfKlceBWwAngP+Azx2xcNPNjZO+oXA42ZWKQnCQtyTgV/E82cBc2orwMxeB15vpBwAPwN+l4Vy0qLQQJlZTTH2ZwNfAm5LuW5/4GzgAMJA8HlJfc2sMma5DJgHJK9VuJ+wXgLgAeBbwC0ZRHzbzAbXrTVZYzBwMGHDKszsCeCJhhRkZiskfSjpSDObmD0RHad14RZ0x3GcNPSfP++d/vPn/aH//HmHAnsBPwKeJyi39WJd++7rsy1fA1iaXzz4FeAMoMsVDz952hUPP3lnFpRzgHMIyn6C9cC8JAvySOCRxMloZZ4taaak8TFtRLL1OCnv3ZJulvSqpHcknRnTu0saH63EsyUNlzQaaBvT7o/5/i3pjWjV/k6mhki6StJUSbMk/SamlURL9r0EBXzPmq43s3lmtiDNqdOAh8ys3MwWAW8Bh8byexIGNLenlPU/iwBTgJ6Z5K+hTXtJWhhnMvIkTZB0YrTaX5/U3u8mXfMTSWXxHo2OaS8n7mksa7GkIuC3wMjY7yOTZ0Bi370Yy39BUq+Ynva+Rv5NeKYcZ4fFLeiO4zgZ6D9/3nvAjcCN8/r1LwIOB44Djo2fi2q7fl377pW1nW8iPgSmAS8Az1x863Fzg8g/zGolUUHrbWaLU049BJwtaRlQCXxAsBwD/Ar4vJktldSpDtV0B44ihMp8AngM+BrwjJldKykfaGdmEyRdkmJBvtDMPpHUFpgq6V9m9nENbTkR2JegOAt4QtLRwHsx/Twza2hA+R5A8rVLYhrAn4EfAzvVIFchcC7Byp6JPpJmJB3/IPbLdQTr+xRgrpk9Gwcsn5rZIZKKgYmSniX082nAYWa2XlLnmiozs02SfgUcbGaXRHnPT8ryF+AeM7tH0oXAzcDp8Vy6+wphJuUaHGcHxhX0Fkj8I3ma8G+6J2G6+Foz+0U834Xw53ubmV0i6SJgvZnd28xyXgp8j6AEPAq8aWZzU/IIWAHsa2arJHUn/FEPN7NXYp4VhB/o64A/pZaRQYa1ZtYhKw2quY48wh/ocYRY0huBr0QrWIslKhZ/BgYBZ5vZY7VfEfxygTWEdn4EfMPMGuU/Lel2armv8c/8WTP7oDH11EOePwL/M7MXG3J9DNc4Pr5K5/Xr3wYYABxImOo/kNDnHRPXbGjbtSlnKyuBBcCM+JoJzLj41uOWN2GdyXQBVqdJfxq4GlgGPJxybiJwt6RHgMfrUMe/o0vJXEm7xbSpQMIv+99mNqOGay+VdEb8vCdB0U6roAMnxtf0eNwh5n8PeLcRynmNSDoFWG5mb0gaUUO2vwPjzWxCHYpM6+JiZrdLOgu4iPCcQmjroCTrdUdCe08A7jKz9fHaT+rWmrQcQXD5AfgnYcOwBOnuK8ByqgdzjrND4gp6y6Re/pxmdmtdC5ZUYGabsyTn94ETzGyJpLuBJ4GtlDAzM0mTCD/S/wOGEf78hgGvSNoP+DhatL6VJbmyzUjCn8UgM6uK09GtIcLFe8D5wJX1vO5YM1sp6XcEf95LM11Q23NlZpnu6/kEt4FmUdAJFr1/AA1S0FPpP3/eRoLFbyv/6Xn9+u8J9CbsXroL4buxB8FquDvQhvAbnPzKJ1huE6wDVsXXJ4RB0wdJrzeB2RffetzGbLSlgWwgtGUromX1DUIYy/2BU5POXSTpMMLv2huSMoW5LE/6rFjG+DgIPZmg7P8p1UgRFd4TgCOiJfjldLKmlP17M0v1Hy+h8d/5pWztGtMzpp0KnKqwyLINsLOk+8zs67HuXwNdCZtsNRhJ7ah2kelAGIiLYGF/JiXv50nPZqpdY2vrx7qyzX1NKrvermSOsz3hCnrL5BzC9G2CLf6ccSFVwp9zDwBJpcBaM/ujpH0IYdK6EixrZxH+FK4m/Mn3kzSIMNV5MOEH90dm9pKkA4C7CNP1ecCXzWyhpB8RBg0At5vZnyXdSlA+npL0EOFP5hhJv4jXJe80+CpBIU8o6DdSbVEZRrCmEf88rzSz1xWiKtwEnEL4oT7NzJZJ2puwWKoDST6v0VL/B+D/Eay/15jZw5L+RpgGf0LSGGCVmV0Yp1r7EBaTPUL448oHrjazVGtfd+DDxKIwM1sS67yQoLT/MB5/m6CI/CJdmdE6/WCUcTPwHeD3wD7A9WZ2ay3tGAGUEqJwDCBEGfl69E1NS8LlQFJNi9kyMZ5gfcwHRgMjgGLgb2Z2W5Qp+bkaUkO7XyYMEqYDdxCeOwPuBN6Px/dL2kAYyO0P/Ilwj1cC55vZh7GcyQS3kk7AN+PUfT5h9uUkoAr4h5n9JSp925RjZu9K2lXS7o2dHaiN/vPnvR/bN64+uwP97aIX8wi/zXbxrcdVNIlwWSTOjOVLamNmqQOFG4Bx0cVkS6KkPmY2GZgs6f9Ri093TUjaC1hiZv+I7hlDgXuBCkmFZlZBsAivisp5P4I7Um08A1wt6X4zWyupB5D2Hij4o//VzOq6gdMTwAOS/kT47d4XmGJmrxE2zUoMKK5MUs6/BXweOD55UaqkQ4FLzKw+EVquIyw6fZcwQD0ltvd7kl40swpJfQmDhueAX8V+WC+pc7SiLybsGTCFsHg6wRpqcM8h/P6fTbCenwPUZRagL2HQ7jg7LK6gtzAa6M+ZzP3AaDMbI6kNQdHek/DnNcDMFkm6gmDcHhj/tJ6NP8wXATeZ2f1Rjvyo5FwAHEawcEyWNC5awE6i2tq6L/BkDW4UE4Ffx8+Hxs8JX8phhB/wVNoDk8zs55L+AHyb4JN4E3CLmd0r6eKk/F+i2r2gC8HXdDzhz2A44c+xB0HZJqY9RFDqPjCzkwEkdWRbHiFY+4cT/HnvM7PpMf3nkq6KysAFBCtXbWW+Z2aDJd0I3A0cSbAWzSYMrGpqB8AQQgSID2KfHgm8kkbebHEKUAZ8k/R+qrD1c/Vlau/LwUAPMxsQz3cys9WSLqF6YFZIsHCfZiGaw0jgWqoHiAVmdmi0Nv6aYB39DiFCymAz2yypcx3KmUbov39lrbeyxMW3HlcFbMq1HPXkWYIv8fPJiWY2h/TRW66PvxkifKdmAsfUs84RwFWSKoC1QEJZ/T9glqRphPt9kaR5BDegWl1Uol92f+C1OKBYS4iikm4NwSDSzPpEd5q/EIwkYyXNMLPPm9mc6NIzlzBAv9iqI7jUxK0EhTohz+Nm9lugFzVbmFN90O8k9O8hwJFxZvbLki4gLEotAaZF48AK4HQze1rSYOB1SZsIxpWfAX8EHlHwXR+bVMdLwKhY7+9T5PkBcJekq2L5F2RoM4RB+NiMuRxne8bM/NWCXgSle37ScQlBeSsi/MheRVBIzidYbyBYVq8kWDCWpClzBPBS0vEY4Lik4wmEP5uvEf5Mf0LwGYegSP82Ke/VwKXx82KgS/x8N3BmDW1qR7CyJpRuCMrtPrG+fjHtZcJCIwhTn4qfRxIs9xB8Rwvj550JMwcQrPIXJtX5T4JVP7Ewa/8o438ISvr82F99YzuuI/jF13RfiglW7esJrgbHx/R/EKJi9AOmxrS0Zca0HvHzhQRLb+LcewSrcE3tGAE8l5R+C8GCXpdnqsZ7kybvYoJSPoNgjexEWLj1JtU+zosIvqsj2Pq5qqndLxOs5LsAbxOUl5OAvDT3fQBhF8tEXWUE//REviPj592At+LnfwGfS2lHjeXE89cSpvZz/p3fHl6Egdo/cy1HM7Z3Z+DRHNZ/PWH2Lud90UTtGw/skms5/OWvXL7cgt7yqLc/Zx3J6D9pZg9Imkzw6fyfkkJu1QdJewL/jYe3WnDdWEhQSqfF9EnAF4BuBMtWKhVmlnDfqGTr2Z4a3TpSseooEScRfvQ7A18hKPZrgDWShkZZrpH0AmHaN+GD+isze8LMyoGnCC49ywhRCF4gWKB+RlD474p1vplapgWrF1T7XFaxtf9lFZlntJLzp/ZJNjnWzLZsaBMta+n8VEeQ9FxlaDcWXCEOJEzZX0S4DxeyNQLmmNkRNciW6INM7c9Ujvu4ZhEzmybpJUn5ltkq3Ooxs88I7oO5qv+qXNXd1EjqSlhUvirXsjhOLvE46C2M+KOUH91TUrkB+InVsKI+KpxLJJ0OIKlYYWFQKhOIMWaja0svYIGk3sA7ZnYzwdI8KOY9XVI7Se0J1uJ0PoRbfBDN7H0zGxxfiQWsrxLiu70Wj18jWOcnJSnidWEiwZ8Rto6TO4EQhzc//sAfTfCThDAY+CFBQZ9AmG2YENu/ByECzn0Eq9RQM5ucJP8TkobGfImILoMI085Y8KPdkzD78GBNZdajfbW1Iy2Sfq/qKBV1QtL8emRP+KkWxmv7xmchtcxa260QfSjPzP5F8NNPnE/2X10AdJV0RLymUGFtRG08B3xXUkG8pnMdynEf1yxjZnfuCMq507SY2Qoz+3eu5XCcXOMKessk4c+5FWY2x8zuyXDtuYSFfbMISvHuafL8HciTVEYIf3Z+tBB/BZgd/QgHAPea2TSCi8QUwgK92y34X6fyEMEfdLqkPmnOTyQsKk0o6NMIiwnT+Z/XxmXAxVH2HknpY4BZBDegF4EfW/UCwAkE3+W3Yr2dqR5kDASmxDb/mvSxd7sB/5U0O9axGUjehvwRYGKSxacuZdZEbe2oiYGE6B5bIekQSUsIlr7bJM2J6V3YOmJCJm4n+M1Oi31wG+mt15na3QN4OZ6/j7gwjvB83RrT8wmLz66TNJPgnjKsDvK9R/A7ngl8zcw21VROHGjsQ3Z2rWx2JLWVNC4O4kokmaRrks53kVShuFFMDWUcLOnm+Pn82vJmkOVndcy3OD53KCwAzwoKGx7NkVSl6k2REud+KukthQ2GPp9yLj/+Vj2ZlLa3pMnxmocV1uHUVvcISZ8qbM6TeJ2QrbZlqHdY0vFFkuqzWDS5rIEKEbgcx2lhqH7GS6c5iG4Cl5vZubmWxclM/JO/0cxeyFH9z5hZTWHR0uU/hbAQ+eYmFKvFEmcbhprZL3MtS0NQWBxdYGY3KYT/e5GwiHdIPP89wmLlVyxuHJOhvPNJ2mSmnrLUaR8ChQhGB1tYUF7nvQuie5UsKYJJyvn+BPew24gLjWP6/oQZrUMJ63qeB/omLPwKkakOBnY2s1Ni2iOERZgPKUSpmmlmt9Qi24hY5yl1aUu2UFLUriyV9zxh3ct72SjPcZzs4Bb0Fki0Wr+kED7OaaFI6iTpTWBDrpRzgPoo5zH/kzuqch4pILiLtVbOISnEKElhWONxIgwrsMXKPFthy/bxMW1EsvU4KW/a7dcldZc0PlqJZ0sarrD9e9uYdn/M929Jb0Sr9ncyNUTSVareZv43Ma0kWr3vJbgh1RiC0czmmVm6NSynAQ+ZWbmFDcXeIijrKOxjcDJh5iUhhwgbkSWiUN1D9W6X9SLOXM2S1EZS+9gXA+LnOyVNidb702L+fEl/jP06S9IPYnryrMPBkl6OA7KLgMtjvw+XVCrpyphvsKRJsZwxknaJ6S9Lui7W/aZCRKoE/6XabdBxnBaCLxJtoZjZnbmWwakdM1tN8GV2WhFm9miuZWgoalgY1l8Bn09aMJ2JdNuvf42wn8C10XDQzkIM+kts610rL7QQ87wtIUTovyxsQpauLScSYoEfSnC5ekJh46H3Yvp51vCdOxPRmxIsodol7s/Aj9k6bveuwGqr3mwrOX9tDNfWIQ2/bGZTJT1BcPFqSwjLOlth468XLezD0IngDvY8ITxkCUlhQmuqzMwWR+v+Fgu6pOOTstxLWNA9TtJvCa5mP4zn0oUoheDqNYqtd/h0HCfHuILuOI7TeugCrE6T/jQhBOoywrqSZCYSdtp8BHi8DnX827bdfn0qcKeC//6/zWxGDddequoFy3sSFO20CjohVOeJhA2sIGwotS9BQX+3Ecp5jUT3ruVm9kZ0UWksE2pwcfktoc82Ur0T74mEHUMTO/u2ISzQP4EQ7WozQE1BADKhsO9AJzMbF5PuAZIHo4l7/wZhQJBgOen31HAcJ4e4gu44jtN6qHcYVgubih1GcOt4Q2HzsdrYZvt1MxsfrdsnE5T9P5nZvckXRYX3BOAIC7tPvpxO1pSyf29mt22VGNw4MoaFzcBStnaN6RnTTiUoyV+Isu0s6T7C4vpOkgqiopzI31B2JQw4CmM96wjt/XKqS45U43rtzVS7odbWj3WlphClHnLUcVog7oPuOI7TSmhIGFZJfWLo0F8RdnKs0ae7JiTtBSwzs38QfLcTITIrolUdoCOwKirn/YDDMxT7DHChpA6xjh6SutVQ/70K29vXlScILj/FkvYmWOanmNlPzaynmZUQ/K5fNLOvx1CvL1G9ff15RD9/SWdISt0dMxO3Ab8k7Ox8XUx7BvhB9HdH0pCYni5MKIRNvxKDqS8nlZ0clnQLZvYpsCrJv/xcYFxqvjR4yFHHaYG4Bd1xHKd1kQjD+nxyopnNIezMm8r1kvYlWHBfIITwPKaedY4ghFGtANYS/KYB/o8Q3nIaYdOpiyTNI8Shr9VFxcyeVYjCktjGfi3wdYKFN5VBBL/6rYjuNH8BugJjJc0ws8+b2Zzo0jOXYIm+uA4x2n8CPKQQsnI6cEdM70PYlTYdqT7o1xB2Tq6wsPFbPvCqpOMILkh/JvRXHmFH3lMIA56+Mb2CsDvxX4HfAHdIupqwi26C/wKPxUWmP0iR5zxCyNJ2wDvABRnaDHAsMLYO+RzHaUY8zKLjOE4rQjtYGFZJOwN3mFlOdu6MLjCXm9mKXNTflEgqJljZj0paIOs4TgvAFXTHcZxWhqQLgXt8506nMcSZlR5m9nKuZXEcZ2tcQXccx3Ecx3GcFoQvEnUcx3Ecx3GcFoQr6I7jOI7jOI7TgnAF3XEcx3Ecx3FaEK6gO47jOI7jOE4LwhV0x3Ecx3Ecx2lBuILuOI7jOI7jOC0IV9Adx3Ecx3EcpwXhCrrjOI7jOI7jtCBcQXccx3Ecx3GcFoQr6I7jOI7jOI7TgnAF3XEcx3Ecx3FaEK6gO47jOI7jOE4LwhV0x3Ecx3Ecx2lB/H+40dm1xv5+ywAAAABJRU5ErkJggg==\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "appended_data['EVTX_Tactic'].groupby([appended_data['ProviderName'], appended_data['EventID']]).value_counts(sort=True).nlargest(10).plot.pie()"
   ]
  },
  {
   "source": [
    "- ### Top 30 RelativeTargetName of EventID 5145 by ShareName:\n",
    "We noticed that the top EventID in Lateral Movement tactic was 5145 so next we will be checking top RelativeTargetName field values by ShareName since these are usually fields of interest when we try to hunt for Lateral Movement via remote SCM service or scheduled tasks creation for example.\n",
    "This is only to provide examples of you can do interesting readings of the data provided in EVTX-ATTACK-SAMPLES project.\n"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='RelativeTargetName,ShareName'>"
      ]
     },
     "metadata": {},
     "execution_count": 38
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1440x720 with 1 Axes>",
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NkPQjSd3A5yW9X9IkSVMlXS1pVUnDgIOBw8q47coari1zX9MIxpXzjy2Bu+/35TOxPQm4GRgNfAeYl5lbAvx7AfsD75E0uGn4FUAjZXMUcHabczwC3Ae8qS9rqpkMbFr7oeEzwOm2b67NfYHthyW9TtJvyj25RdLG5RpGl89zQvl8Dy1DxwDDyz09RtJy5V5OkTRD0n/V7sPHyry3l+9kq8/y0NrnfY7t54F7Ja1Xm+dr5Tv4O+CttePDJY2TNFnSjY0xkvaSNLOc94bmmyNpV0k3S3pni/WMKPdhuqRfS1qpjJkg6bjSb6aqjPTmeYdJmlm295d0UVnfPZK+X+s3S9LQHj6/3wI7ls9pgfth+5fAg8ARwJ/KfvO/568Ch9j+ZxnzT9unl7b/A74EjC3nuKc27lJg7x7WFRERERERERERi9mAlPiQtDSwtu1Zfei7MrAHsF750/7XlqbjqMo//K4EWq8C3lba1ge2tT1H0o+B42yfVc47iCpj96jaOQZTBas+RZUhOwq4SdJqwDeBzYHZwHVUZSsaVqIKZn8AuIQqgP0J4DZJI2xPa7qcdYBRtg+SdB7w38Ave7pW209IuoRauZMSd13adlfZXwnYqoz5BPAl2/8jaSy1chCSLqUK1J4u6UDgeKoMWoA1gK1bZLQPkVS/ju/aPrdsfwX4M/Aj2/fW+mwNPGD7PkkTqILRF9bazwGOknQZsDFwKlWZlwVIWhtYG7iXnrN8r1NVioRyfcdKmg6MoPq8NgRObzP2m8BU27tL2gE4o4wDWA/YnirT+m5JJwJHAhuWzNxGxvketv9Zgq63lM9rfeDrVPf0MUmvs/2PFp/lkcCbbT9T+26PA3YBfi9pc6qg6Qiqf49TqALwACcBB9u+R9KWwE+pSuYcBbzX9kO1ORv3dA/gi8D7bD/eYj3Tgc/Zvl5V6Zn/Bb5Qhi9re0QJbJ9a7mtPRgCbAs+U+/dj23/uZQy2Z0t6XtLKtv/edD8+AryRqgzMWmX/N+WakbQCsLzt+9tM/yywSuM8VP+uG7qpPt8+/UgTEREREREREREDb6BqUA8Fnqjtu00/UwWQ/g2cUgKal5W2HYH15yfJsoKk5cr2JbbnlO2bga9JWoOqpMg9AJKekLS67b8AuwHXlYD2hcA3JH2BqrTABNuPljHnAuvW1ndpCQrPAB4uZQKQdAcwDJjWdD0P1ILWk0ufunbX2sq5te01gHNLQH1p4IE2Y94BfLBsn8mCgbjz25RbmdMIxrbwzrLm5kDlKKogNOX9Y9QC1Lanq8rwHkWVTd3sw6pqDz8DfKoEdtssAahKfDzWdKyRVTu1Rf+6bal+KMD2tZJWLkFOgMttPwM8I+kRqvrVzURVhuSdwAtUwdNVqQLF5zfWZfsfbc4/HThL0m+oAq1QBWRPAY6lCtz/ulEruwSUKd/1rYHza/dmmfI+ETit/AhyUe1cOwBdwE6N7OIFLkRaEXit7evLodOpSqM0nF2u5QZJKzR+QGlzXQDXlCAwku6kyoTvNUBdjAd2Kues34+zazWovy/Nq0n9hKoa2E/2Mu8nge8B20h6K/CV2g9ljwCrtxok6ZNlLINWWKWPlxAREREREREREYtqoEp8zAHqZR/+TpWNXPc64LHyJ/5bABdQBZIbD9xbgipruFF7+I22G8GppxqT2P4VVYbzHOCKkiULVcZ1oyzAKGBHVQ/cmwysTBXM680z5f2F2nZjv1Vwv95nbnOfHq61ladq2z8GTrC9EVUWeHNJjb54qvcu80l6DVWAewfg9ZLeV44Pogr4HlXu54+BnSU113u+hOqhha3Ke5xbPtMtbf964S5jnkaAE+AOqiz4hdXj51XsQ5WRu3kJ5D/Mwt3/XYGfAJtRZd4vafshYCVJy/Ywbgngiab64G8DcPVAwa8DawKTS2Y+VOVSlmfBH1kWRvMPSe1+WGroy/1rp5E1Tf1+2HY5Nrq8N9ZwFbBzCbw/WbLvX3wB9p223w+cCNxIFfhuGEz1/0SrcSfZ7rLdNWjZFRfiMiIiIiIiIiIiYlEMSIDa9uPAIM2vTXwPsLqktwFIehOwCTCtZIquaPsK4LByHKoA5Ocac0oa0epcJVB1v+3jqWpeb1yarqQKnK5AlaW6lu1htodR1SweBUwC3lWyapeiqqs8YHq41n/R8wP9VmT+gwb3qx1vHncT82vs7kMVoHupjgLOs/17qocGHls+z3cD022vWe7nm6iyp/doGn8q8M1G1nl/K5nLS5Ws4BOA/UoZDAAkfVDVwxNvpLoXSBpJ9aPIi7KLa5rv6YrAI7afk7Q98+tlX0v1wM2Vy9yvax4vaQlgTdvXAV8uczX+CmAC1UMibwB2lzSkBPnfX67vn8ADkvYqc0nSJmV7uO1Jto8CHqUKVAP8kerHgzMkbdC8npLt/LikRrmVfYFGNjXAh8v82wKzG9nRi0JV/e43tmiaCmyi+enhE6juRzv1OtTfBX7SyIRXVSf8Y2W7ke3/HFW5lPpnuS4w8yVcRkREREREREREDJCBfEjieKryCpQyCh8FflHqHV8AfKIEwJYHLiu1cX9HVT8X4FCgS9XD3O6keiBgKx8CZpZ5N6SqMYztu6gCUnsA15Y1NFxMFQj8B9VDAG+mKptw1yJfdc/aXes5wBGqHoI4vMW40VSlHiYD9VIXlwJ7qDwkkSqgf0CZf1/g880TSVpdUr3sxpAyvvEaU4KbewBHA9ieSpXB+mWqwH5z1vOF5fg8th8sPxosjP0lPVh7rVGOX1db3xm1/tcAO9p+mCow/wNJd0u6C3gvVXB2NLB5uSdjWDDA/yKlJvJEVQ8KPAY4i+p7OIOqlMnvS787qO7P9ZJup3o4H9Q+S6qa5L8sY6cCx9dKZowDdrE9haqcy+1UQdjbasvZB/h4mf8OoPGAxmNUPbBxJtWPErfX1v/7Mu788l1q/m7tV8Y3anh/q3a+f5d1jwU+DiCpS9LJPd2zdkqA/i1U/84WUDKjp1Flls+7H+3mavx7Lhn8J1LVi7+t3IMbqf6qAeDTkm4q6x9L9cDEhu2By1/KtURERERERERExMDQ/L+g7+eJpc2Aw2zvOyAn6NsaxgJn2p7YqTXEwJG0FfBx2wd1ei0Lq2TsT7K9Wa+dFwNVD7s83HZ3P865IXCg7S+2ad8bGG776L7cj4X591xqWI+u7S9DlS2+bSm109Yyq63j1fb7UW+n+I8ya8yunV5CRERERERERLyKSZpsu6tl20AFqMuJDwROb/Nwvoh4mRiIAHUnSRppe0Jtfx3gjfVj7XR1dbm7+xVxGyIiIiIiIiIiXhZ6ClAvzEPNFprtUwdy/ojoH7ZHdnoN/ak5EG37Hqpa+BERERERERER8TIykDWoIyIiIiIiIiIiIiLaSoA6IiIiIiIiIiIiIjoiAeqIiIiIiIiIiIiI6IgEqCMiIiIiIiIiIiKiIxKgjoiIiIiIiIiIiIiOSIA6IiIiIiIiIiIiIjoiAeqIiIiIiIiIiIiI6IglO72AiIiXkxkPzWbYkZd3ehn9ataYXTu9hIiIiIiIiIiIlpJB3Q8kDZF0vaRBkkZKuqyp/TRJew7QuadIWqrp2JKSHpU0podx+0s6YSHPdYWk1/bS51uSduyhfXdJ6y/Mecu4kZK2XthxTXPMlTSt9jqyfGaTJb2z1m+8pL1q+yMkWdLOTfNZ0i9r+437flnZ37/sT5N0p6SDasdfdO8lzZI0o7a+4yV9XdLeTf22kHSDpLslTZV0sqRlX8L9eK2kTy/suNr4l/pZLiOpu7Z/sqStavuSNEzS/mV/W0ljm+Z4g6RzJN1XPr8rJK1bax8paWTTmB9I2mFh1xsREREREREREQMnAer+cSBwke25A3UCSe2y3W8Ctmk69h7gD8BektRfa7D9PttP9NLnKNtX99Bld6BlULOHawQYCSxUgLrFfHNsj6i9xpTP7NPACZKWkjQKeMH2+bVxo4Dflfe6p4ANJQ0p++8BHmrqc67tEWX935G0ai/L3r62vkOBccC8wHgZfz7wZdtvtb1p6bN8L/O28lqqa3+pdqfNZ9kT288Af5U0rBxa4BqBscC2wFqSTgH+DGzZaCzf6V8DE2wPt7058BVg1dL+LeAU4FRJV9W+Bz8GjlzY9UZERERERERExMBJgLp/7ANc3JeOksaUbNrpkn5Qjq0i6UJJt5XXNuX4aElnSpoInClpA0m3luza6ZLWAa5kweAeVIHU44A/Ae+onfsASX+QdCu1oHbJ8D5R0i2S7i/Zp6dKukvSabV+syQNLdmtd0n6uaQ7SsbxkNpce7a61pIB/QHgmHINwyVNkPSjklH7eUnvlzSpZAZfLWnVEsg8GDisjNuurOHaMvc1ktaqnX+spEnA9/vymdieBNwMjAa+A3y2ds0C9gL2B94jaXDT8CuARv2EUcDZbc7xCHAf8Ka+rKlmMrBp7YeGzwCn2765NvcFth+W9DpJvyn35BZJG5drGF0+zwnl8z20DB0DDC/39BhJy5V7OUVVJvd/1e7Dx8q8t5fvZKvP8tDa531OL9dVD0r/Fqhn3X+a6l4eCHzF9h+BeyWtV9q3B56zPS+r2vbttm9UldG9Z7lPBwJfBF4off4IrCzpDb3d9IiIiIiIiIiIWDxSg3oRSVoaWNv2rD70XRnYA1jPtjW/XMZxwLG2f1cCrVcBbytt6wPb2p4j6cfAcbbPKucdRJWxe1TtHIOpgn2fosqQHQXcJGk14JvA5sBs4Dpgam15K1EFsz8AXEIVwP4EcJukEbanNV3OOsAo2wdJOg/4b6Be7uJF12r7CUmXAJfZvqD0A1jadlfZXwnYqoz5BPAl2/+jqsTDk7YbQf1LqQK1p0s6EDieKqMXYA1g6xYZ7UMk1a/ju7bPLdtfocrU/ZHte2t9tgYesH2fpAlUwegLa+3nAEepKuuxMXAqsF3TeZG0NrA2cC89Zx1fJ6mx7tNtHytpOjCC6vPaEDi9zdhvAlNt766qlMUZZRzAelSB3eWBuyWdSJVNvGHJ8G5knO9h+5+ShgK3lM9rfeDrVPf0MUmvs/2PFp/lkcCbbT+jXkrBUAWofwiMtT1b0vOSVrb9d+AEqkD/2sDRkv639N8F+H25B5PbzPscsDTVd/9vtu9oap9C9d2+kIiIiIiIiIiI6LgEqBfdUOCJ2r7b9DNVYPjfwCkloNmoVb0jsP78JFlWkLRc2b7E9pyyfTPwNUlrUJUUuQdA0hOSVrf9F2A34LoS0L4Q+IakL1CVSJhg+9Ey5lxgXs1e4NISFJ4BPGx7Rul3BzAMmNZ0PQ/UgtaTS5+6dtfayrm17TWAc0tAfWnggTZj3gF8sGyfyYLZ0ue3KbcypxGMbeGdZc0bNh0fRRWEprx/jFpw0/b0kuE9iiqbutmHJW0LPAN8qgR22ywBqEp8PNZ0rJElP7VF/7ptqX4owPa1klaWtEJpu7yU1nhG0iOUchhNRFWG5J1UWcdvLP12oLqnj5W5/9Hm/NOBsyT9BvhNTwstAf81JS1t+1lgPLATVWD601SZ5kva/haApHFUZTuO7WXeeyR9l+pHmyUlnQkcbfuF0uURYPUXXbj0SeCTAINWWKWnU0RERERERERERD9KiY9FNweol334O1U2ct3rgMdsPw9sAVxAFUgeV9qXoMoabtQefqPtJ0vbU41JbP+KKsN5DnCF5j/w7Srml0sYBewoaRZV4HhlqgBjb54p7y/Uthv7rX7IqPeZ29ynh2tt5ana9o+BE2xvRJUF3lxSoy+e6r3LfJJeQxXg3gF4vaT3leODqAK+R5X7+WNgZ0nN9Z4vAX5A6/Ie55bPdEvbv164y5inEbwFuIMqC35h9fh5FfsAqwCbl0D+wyzc/d8V+AmwGVXmfW8/gE2kCqrD/AxpXJll+7RGR9sPASupehhkj/fA9ilUQe6vUmWz71NrHkz176d5zEm2u2x3DVp2xV6WHRERERERERER/SUB6kVk+3FgUK028T3A6pLeBiDpTcAmwLSSFb2i7SuAw8pxqAKQn2vMKWlEq3OVMhH32z6equb1xqXpSqrA6QpUAbm1bA+zPYyqFu8oYBLwrpJVuxRVXeUB08O1/oueH+i3IvMfNLhf7XjzuJuAvcv2PsCNi7Dco4DzbP+eKrB5bPk83w1Mt71muZ9vosqe3qNp/KnANxtZ5/2tZC4vJWlFqvIX+0mqPzTwg6oenngjJRgraSTVjyL/7GHq5nu6IvCI7eckbc/8etnXUj1wc+Uy9+uax0taAljT9nXAl8tcy0naQtIZbc5fr58+FdhEPaeXT6B62OS1wDIl67lxDzZWVZv89aU8CcBjwP1N17guMLOHc0RERERERERExGKUAHX/GE/JBC1lFD4K/KLUO74A+ITt2VSBsstKTeHfUT3ADeBQoKs8XO5OqgcCtvIhYGaZd0OqGsPYvosq8LYHcG1ZQ8PFwPuBf1A9BPBmqszVuxb5qnvW7lrPAY5Q9RDE4S3GjQbOlzSZKsDYcCmwR3kg33ZUAf0Dyvz7Ap9vnkjS6pLqZTeGlPGN1xhJG1Ddt6MBbE+lykj/MlVgvznr+cJyfB7bD5YfDRbG/pIerL3WKMevq62vHti9BtjR9sNUgfkfSLpb0l3Ae6mCxaOBzcs9GcOCAf4XKfWeJ0qaKekY4Cyq7+EMqlImvy/97qC6P9dLuh34vzLFvM+Sqib5L8vYqcDxtp8A1qJFxnIxgSrgjG1TlZHZrIcljwN2KX33oPpLgftKGZrvAn+j+t6dR5Xt/nOqkjFnAJQfZt4CdPd0XyIiIiIiIiIiYvFRFeuJRSFpM+Aw2/t2cA1jgTNtT+zUGmLgSNoK+Ljtgzq9loVRAt9n2p7epv1K4CDbD0raGxhu++g2fZcCJtnuKYjd6DsSwPaE2rE9gM1sf6OnsV1dXe7uTgw7IiIiIiIiIqK/SJpsu6tVWx6S2A9sT5F0naRBbR7OtzjW0C7rOl4BbN8C3NLpdSws20f00r5LbfucXvo+R88Z1nWzWhxbEvhhH8dHRERERERERMRikAB1P7F9aqfXEBEV27NaHDu/A0uJiIiIiIiIiIgepAZ1RERERERERERERHREAtQRERERERERERER0REJUEdERERERERERERERyRAHREREREREREREREdkQB1RERERERERERERHREAtQRERERERERERER0RFLdnoBEREvJzMems2wIy/v9DL61awxu3Z6CRERERERERERLSWD+lVO0hBJ10saJGmkpMua2k+TtOcAnXuKpKWaji0p6VFJY3oYt7+kExbyXFdIem0vfb4lacce2neXtP7CnLeMGylp64Ud1zTHXEnTaq8jy2c2WdI7a/3GS9qrtj9CkiXt3DSfJf2ytt+475eV/f3L/jRJd0o6qHb8Rfde0ixJM2rrO76Ha9lW0tjafqvvwf6ShqnydUl7N7VvIekGSXdLmirpZEnL1tpHtzjv1ZJWareuiIiIiIiIiIhY/BKgjgOBi2zPHagTSGqXqX8TsE3TsfcAfwD2kqT+WoPt99l+opc+R9m+uocuuwMtA9Q9XCPASGChAtQt5ptje0TtNaZ8Zp8GTpC0lKRRwAu2z6+NGwX8rrzXPQVsKGlI2X8P8FBTn3Ntjyjr/46kVXtZ9va19R3aQ79bgC1r+/O+B5LeKOlkYE1gW2AsMA6YF2Av6zgf+LLtt9retPRZXtJyks4DDpE0XdL3a+c5k+p+RURERERERETEy0QC1LEPcHFfOkoaU7Jpp0v6QTm2iqQLJd1WXo1A42hJZ0qaCJwpaQNJt5bs2umS1gGupBZ4LEYBxwF/At5RO/cBkv4g6VZqQe2S4X2ipFsk3V+ylU+VdJek02r9ZkkaWrJy75L0c0l3lIzjIbW59mx1rSUD+gPAMeUahkuaIOlHkrqBz0t6v6RJJaP3akmrShoGHAwcVsZtV9ZwbZn7Gklr1c4/VtIkoB5Ybcv2JOBmYDTwHeCztWsWsBewP/AeSYObhl8BNGo/jALObnOOR4D7gDf1ZU19WPPzwL2S1iuH5n0PbD8EfA34OLA3cAgwGdi09oPFZ4DTbd9cm/MC2w8DHwOeBE4ERgBn1E59CS8O1EdERERERERERAclQP0qJmlpYG3bs/rQd2VgD2AD2xsD/680HQcca/vtwH8DJ9eGrQ/saHsUVZD2uJKR2wU8CFwHbF87x2BgR+BSqmDpqHJ8NeCbVIHpbXlxFvNKVMHsw6iCkMcCGwAbSRrR4nLWAX5iewPgibLuHq/V9k1l7iNKhvB9pfvStrts/5AqU3mrktF7DvClcm/Hlns0wvaNwI+pAqwbA2cB9XIYawBb2/5i05qHaMESHx+utX0F+ALwK9v31o5vDTxQ1jqB+cHohnOAvct93xiY1OJeIWltYG3g3lbtNdfV1ndYL33HAbs0xlG+B5JWp/punQqcS/U5GZhOFXAG2JAqaN3Ks8AKwBDbL9ie2Wiw/TiwTPl8IyIiIiIiIiLiZSAB6le3oVQB2ga36WdgNvBv4BRJHwSeLm07UpWYmEYVwF1B0nKl7RLbc8r2zcBXJX0ZeJPtObafBp4oQUmA3YDrypgLgd0lDaIqBzHB9qO2n6UKXNZdWoKYM4CHbc+w/QJwBzCsxfU8YHta2Z7cok+7a22lvpY1gKskzQCOoAqSt/IO4Fdl+0yqoHvD+W3KrTSX+Kif951lzRs2jRlFFYSmvC+QPWx7OtW1j6LKpm724fK5ng18yvY/2lxPQ73Ex7G99B0HvLesY973wPZfbB9ElUF/I/NLcrTKtm/lDOB+YD9JN+nF9dMfAVZvHiTpk5K6JXXPfXp2H04TERERERERERH9IQHqV7c5QL3sw9+pspHrXgc8VsoybAFcQBVIHlfal6DKGm4EJt9o+8nS9lRjEtu/oiqRMQe4QtIOpekq5gceRwE7SppFFTheGWj068kz5f2F2nZjv1Vt6Hqfuc19erjWVp6qbf8YOMH2RsCnWPDe9tVTvXeZT9JrqMqB7AC8XtL7yvFBVJnhR5X7+WNgZ0nLN01xCfADWpf3OLd8plva/vXCXUbPSimPlTT/wYb17wG2T7M9q/zwADAe2Kls3wFs3mbeZ21/iSpr/ePA/5UyKw2Dqb6DzeNOKpnwXYOWXXERriwiIiIiIiIiIhZGAtSvYqXkwaBabeJ7gNUlvQ1A0puATYBpJSt6RdtXUJXS2KSMGQ98rjFnm5IajTIR99s+nqrm9cal6UqqwOkKwHbAWraH2R5GVWt4FFXpiXdJWlnSUlR1lQdMD9f6L6A5wFu3IvMfNLhf7XjzuJuo6itDVQP8xkVY7lHAebZ/T5VtfGz5PN8NTLe9Zrmfb6LKSt+jafypwDdtz1iENbQl6bOSPtumeQLVAxihlwxp248BS0laETiBKkN63oMWJX2w1Pxep5Suger7PBtYtvQR8AZg1ku+oIiIiIiIiIiI6FcJUMd4SokJ288AHwV+UUo7XAB8wvZsqgDrZZKmU9VabtRIPhToKg/8u5Oq1nQrHwJmlnk3pDy8zvZdwLpUgdNryxoaLgbeD/yD6iGANwMTgbsW+ap71u5azwGOKA9BHN5i3GjgfEmTgcdqxy8F9mg8JJEqoH9AmX9f4PPNE0laXVK97EZzDeoxkjagum9HA9ieSpWJ/GWqwH5z1vOFvLjMx4PlR4OFsb+kB2uvNcrxeg3qxsMJ16PKzG9lXh3qxvegZH63cw1VTfOHqQL8P5B0t6S7qMqF/KucbwJwADAVuNz2nWX85sAtJUM+IiIiIiIiIiJeBjT/L+jj1UjSZsBhtvft4BrGAmfantipNcTAkHQZ8MFSO7y5bSlgku3Nyn6P3wNJWwEfLzWqezvvaNujm44dR1UX/ZqexnZ1dbm7u7u3U0RERERERERERB9Jmmy7q1Vbq/q88Spie4qk6yQNavNwvsWxhnZZ1/EfzvZuPbQ9B2xW2+/xe2D7FuCWPp56QotjM3sLTkdERERERERExOKVAHVg+9ROryGiP9me0OLYzzuwlIiIiIiIiIiI6EFqUEdERERERERERERERyRAHREREREREREREREdkQB1RERERERERERERHREAtQRERERERERERER0REJUEdERERERERERERERyRAHREREREREREREREdsWSnFxAR8XIy46HZDDvy8k4vo1/NGrNrp5cQEREREREREdFSMqjjP56kIZKulzRI0khJlzW1nyZpzwE69xRJSzUdW1LSo5LG9DBuf0knLOS5rpD02l76fEvSjj207y5p/YU5bxk3UtLWCzuuzVzLSOqu7Z8saavaviQNk7R/2d9W0timOd4g6RxJ90maXO7Nuk3rHdk05geSduiPa4iIiIiIiIiIiP6RAHW8EhwIXGR77kCdQFK7vza4Cdim6dh7gD8Ae0lSf63B9vtsP9FLn6NsX91Dl92BlgHqHq4RYCSwUAHqdvPZfgb4q6Rh5dA4YOdal7HAtsBakk4B/gxsWZtXwK+BCbaH294c+Aqwamn/FnAKcKqkq2rr+DFw5MJcQ0REREREREREDKwEqOOVYB/g4r50lDRG0p2Spkv6QTm2iqQLJd1WXtuU46MlnSlpInCmpA0k3SppWhm/DnAlCwZXAUYBxwF/At5RO/cBkv4g6VZqQe2S4X2ipFsk3V+yf0+VdJek02r9ZkkaWrKL75L0c0l3SBovaUhtrj1bXWvJgP4AcEy5huGSJkj6Uclo/ryk90uaJGmqpKslrVoCyQcDh5Vx25U1XFvmvkbSWrXzj5U0Cfh+Dx9FPSj9W6Ce9f3pcg8PBL5i+4/AvZLWK+3bA8/ZnpdVbft22zeW7PA9gc+U8V8EXih9/gisLOkNPawrIiIiIiIiIiIWo9Sgjv9okpYG1rY9qw99Vwb2ANaz7Vq5jOOAY23/rgRarwLeVtrWB7a1PUfSj4HjbJ9VzjsIeAg4qnaOwVTB1k8Br6UKtN4kaTXgm8DmwGzgOmBqbXkrUQWzPwBcQhXA/gRwm6QRtqc1Xc46wCjbB0k6D/hv4Jc9XavtJyRdAlxm+4LSD2Bp211lfyVgqzLmE8CXbP9PKbHxpO1GUP9S4HTbp0s6EDieKjsbYA1g614y2scBPwTG2p4t6XlJK9v+O3ACcDawNnC0pP8t/XcBfg9sCExuM+9zwNJU9/5vtu9oap9S7u2FPawtIiIiIiIiIiIWk2RQx3+6ocATtX236WeqwPC/gVMkfRB4urTtCJwgaRpVcHgFScuVtktszynbNwNflfRl4E2259h+GnhC0uqlz27AdWXMhcDukgZRlaiYYPtR288C5zat71LbBmYAD9ueYfsF4A5gWIvreaAWtJ7cok+7a22lvpY1gKskzQCOADZoM+YdwK/K9plUJTkazu+t3Irt+4A1S6AfYDywU9n+NPA74E+2D7L9F6oA9Xt7mrPMew/wXaofDU6S9A1J9f/nHgFWbx4n6ZOSuiV1z316dm+niYiIiIiIiIiIfpIAdfynmwMMru3/nSobue51wGO2nwe2AC6gCiSPK+1LUGUNjyivN9p+srQ91ZjE9q+oMpznAFfUHrh3FfPLVYwCdpQ0iypwvDLQlwfzPVPeX6htN/Zb/aVDvc/c5j49XGsrT9W2fwycYHsjqizwwa2H9Oip3rsAMJH5ge1GhjSuzLJ9WqOj7YeAlSQtSxW037zdpLZPoQpyfxXYjqoETMNgqs+vecxJtrtsdw1adsU+Lj8iIiIiIiIiIhZVAtTxH83248CgUloD4B5gdUlvA5D0JmATYFrJil7R9hXAYeU4VNm7n2vMKWlEq3NJWhu43/bxVDWvNy5NVwI7S1qBKiC6lu1htodR1UIeBUwC3iVpZUlLAXv1x/W308O1/gtYvoehK1KVLQHYr3a8edxNwN5lex/gxjbr2ELSGW3OVa/fPRXYpDwAsZ0JVA9rvBZYRtIna+fZuNTGfr2koeXwY8D9TeteF5jZwzkiIiIiIiIiImIxSoA6XgnGUzJxbT8DfBT4RSnZcQHwCduzqQKVl0maTlVC4otl/KFAV3ng351UDwRs5UPAzDLvhsAZ5Zx3UQU+9wCuLWtouBh4P/APYDRVmZCJwF2LfNU9a3et5wBHlIcgDm8xbjRwvqTJVAHehkuBPRoPSaQK6B9Q5t8X+HybdaxFi4zlYgJVwJlS3mQasFkP1zQO2KX03YMqU/0+SXdQlfX4W7nu86gywX9OVbLkDIDyw8BbgO4ezhEREREREREREYuRqlhPxH8uSZsBh9net4NrGAucaXtip9bwciTpGKr7Mr1N+5XAQbYflLQ3MNz20W36LgVMst1TELvRdySA7Qm1Y3sAm9n+Rk9ju7q63N2dGHZERERERERERH+RNNl2V6u2VrVtI/6j2J4i6TpJg3p7ON8ArqFd1vWrmu0jemnfpbZ9Ti99n6PnDOu6WS2OLQn8sI/jIyIiIiIiIiJiMUiAOl4RbJ/a6TXEy4ftWS2Ond+BpURERERERERERA9SgzoiIiIiIiIiIiIiOiIB6oiIiIiIiIiIiIjoiASoIyIiIiIiIiIiIqIjEqCOiIiIiIiIiIiIiI5IgDoiIiIiIiIiIiIiOiIB6oiIiIiIiIiIiIjoiCU7vYCIiJeTGQ/NZtiRl3d6Gf1q1phdO72EiIiIiIiIiIiWkkEdA0bSEEnXSxokaZikOZKmSbpT0lhJL/vvn6S5Zc2N1zBJN5W2YZJmvoQ5x0t6Qw/tT77Etc6SNLTp2GslffqlzNfmHN+StGMvfT4g6cge2teQdGVtf4H7ocrI8pKkjzbPJ2ldSVdIukfSFEnnSVq11r6/pGFNY86RtM5CXG5ERERERERERAywl32AMP6jHQhcZHtu2b/P9ghgY2B9YPd6Z0mLlNFfgpn9/Z2eY3tE7TXL9taLOOd4YOf+WFwfvBbotwC17aNsX91Ln0tsj+mh/UFgqKQh5dC8+1GOnQZsAGxYtq8HdmqMlzQYuBw40fY6tjcDfgqsUn4M+RnwbWCcpF/WTn0i8KWFuNyIiIiIiIiIiBhgCVDHQNoHuLj5oO3ngZuAt5RM10skXQtcI+l1kn4jabqkWyRtDCBpFUm/lXSHpJMl/VHS0JLFfLekM4CZwJqSTpTUXfp+s3HekmH83ZIJ3S1pM0lXSbpP0sF9vahWGc4lMHqMpNvK2j9Vjq8m6YZyzpmStgOupBaglvRmSTdLmiHp/zXNe0Rtzm+WY6+RdLmk28ucH24aM0TSlZIOAsYAw8v5jylB/GPKuBmNsSVb+YYy791qk+Eu6TRJe9bu5zdLBvMMSeuV4/tLOqGX2zgBeFfZnnc/bM8BDqH6ceMA4BDbfwYGS1q+9P8IcLPtSxuT2Z5geybwXmA4MLrM+b3aOW8EdlzUH0IiIiIiIiIiIqL/JEAdA0LS0sDatme1aFsWeDcwoxzaDNjT9ruAbwJTbW8MfBU4o/T5X+Ba2xsAFwBr1aZcB/ip7Q1s/xH4mu0uqkztdzWC3MWfShb3jVTZuXsCW5XztjJE88t7/LqHS/44MNv224G3AwdJejNVMPWqcs5NgGm27wDWkzSojD2OKht4I+Cvtfu0U7m2LYARwOaS3kkVeP2L7U1sbwiMq61jOeBS4GzbPweOpGSu2z4C+GCZaxNgR+AYSauVsVsAn6PKbh9e+vbmsZLBfCJweB/6N4wDdgGo34+SQf0T4Bfl9ZNy7JqyXqgyqye3mfdZYAjVfcB24zuG7ReAe6muPSIiIiIiIiIiXgYSoI6BMhR4ounYcEnTgInA5bYbdYh/a/sfZXtb4EwA29cCK0taoRw/pxwfBzxem/ePtm+p7X9I0hRgKlWpiPVrbZeU9xnAJNv/sv0o8Iyk17a4jnqJjz16uN6dgI+V65sErEwVXL4NOEDSaGAj2/8q/W+lCggDbAOcXbbPbJpzp3IdU4D1ypwzgPdI+p6k7WzPro25GPiF7TNobVuq4PVc2w9Tlc94e2NNtu8vJVnOLn17c1F5nwwM60P/hhub5r8V2KJkUB9IlQ0/EziwHFsg67ydUn7kUuAw4GJJhzR1eQRYvXmcpE+WrPruuU/Pbm6OiIiIiIiIiIgBkj91j4EyBxjcdKxRg7rZU4t4rnnjS9by4cDbbT8u6bSmdTxT3l+obTf2F+Xfg4DP2b7qRQ1V1vOuwGmS/q8EjxsZxDeXbm4z53dt/6zFnJsB7wP+n6RrbH+rNE0Edpb0K9ut5uxJc/++jG/cw7ksxP2z/aykByW92fYD1O5HWfeEpiGTqOpMA9zB/PIgreYeI+lvwP3A8ZJm2r6xNA+m+m42jzkJOAlgmdXWWdj7FhERERERERERL1EyqGNA2H4cGKTqgXYL40aq2tVIGklVQuKfVIHXD5XjOwErtRm/AlXAerakVSllJBaDq4BDJC0FIGndUiv6TcDDpdzGyVTlTACupipzAtW17V2292ma80BJy5U53yjp9ZJWB562/UvgmNqcAEdRZZf/pOz/C1i+1n4j8OFSTmMV4J1U2csAW5R62EsAHwZ+91JvRoOkPSR9t03zvDIfLHg/XqRkdd8taX3gV8DWknatneedkjaU9KbG/QL+DPyFBa9/XarM7IiIiIiIiIiIeBlIgDoG0nj6ViaibjRVreXpVA/4268c/yawk6SZwF7A36iCrwuwfTtVSYzfUwUyJ76klS+8k4E7gSlljT+jyigeCdwuaSpV0Pe4ss5/UpUVGQp8HviMpBnAG2vXMr5cw82l7QKqYOtGwK2lnMj/Ags8WLHMN0TS923/HZhYHop4DPBrYDpwO3At8CXbfyvjbgNOAO4CHih9UfVQyq6XeF+GA/9s0zaO+Q9HrN+PdsYBu5SSH7sBn5N0j6Q7gU8DjwKrUZUD+Up5f4Qq0E/5wWJO7XojIiIiIiIiIqLDtPBVACL6ppShOMz2vv0w1zLAXNvPS3oH1UMFRyzqvJ0k6Ujgz7bPehmsZSRwuO3d+nneX1J9Bx5t094NbGP7md7uR3mY4+m2d+rDefcHJtQf0inpMOCftk/paWxXV5e7u7t7O0VERERERERERPSRpMm2WyZApgZ1DBjbUyRdJ2lQKdGwKNYCzivlJ54FDlr0FXaW7TGdXsNAs/3RXtq7ats93g/bf6V6aGRfTOPFD+l8ggUfQhkRERERERERER2WDOqIiJpkUEdERERERERE9K+eMqhTgzoiIiIiIiIiIiIiOiIB6oiIiIiIiIiIiIjoiASoIyIiIiIiIiIiIqIjEqCOiIiIiIiIiIiIiI5IgDoiIiIiIiIiIiIiOiIB6oiIiIiIiIiIiIjoiCU7vYCIiJeTGQ/NZtiRl3d6Gf1q1phdO72EiIiIiIiIiIiWkkEd0Y8kDZF0vaRBkoZJsqTP1dpPkLR/2T5N0gOSppXXTZIOqO0/K2lG2R4jaX9JJ7Q457aSbpX0+/L6ZFP7RyVNl3SHpNslnSzptaVtaUk/knSvpHskXSxpjdpYS/phbf9wSaN7uP41JF1Z2x8v6Q21fUkaWV4qazuy1j5M0syyPVLS7HL9d0n631q/LSTdIOluSVPLNS1ba3/RGiVdLWmldmuPiIiIiIiIiIjFLwHqiP51IHCR7bll/xHg85KWbtP/CNsjymtr279o7AN/AbYv+0e2GlyCv78CDra9HrAt8ClJu5b2nYHDgF1sbwBsBtwErFqm+A6wPPBW2+sAvwEukqTS/gzwQUlD+3Lxth8EhkoaUg6NB3YuaxkCnAZsAGxYtq8HduphyhvLvegCPippM0mrAucDX7b9VtubAuOA5SUtJ+k84JASlP9+ba4zgU/35ToiIiIiIiIiImLxSIA6on/tA1xc238UuAbYb4DO9xngNNtTAGw/BnwJaAS0vwYcbvuh0j7X9qm27y4ZxwcAhzUC6rZ/QRWU3qGMfx44iSrI3VcTgHeV7SspAWrbc4BDqIL4BwCH2P4zMFjS8j1NaPspYDLwlnLNp9u+udZ+ge2HgY8BTwInAiOAM2rTXAKMWojriIiIiIiIiIiIAZYAdUQ/KVnSa9ue1dT0PeBwSYNaDDumVtLjrJdw2g2oArd13eV4o31Km7FvAf5k+589jAf4CbCPpBX7uKZxwC4Atu8A1islT4aUuX5RXj8px64BduxpQkkrA1sBd1BlXzdfc8OzwArAENsv2J7ZaLD9OLBMmSsiIiIiIiIiIl4GEqCO6D9DgSeaD9q+H5gEfKTFmHqJj30GcnGSNiqB8Pskfbiv40oA+wzg0D4OuZGq1EjDrcAWJYP6QGBmeR1Yjs3Lsm5hO0lTqUqFjCkB756cAdwP7Fdqeu/Z1P4IsHrzIEmflNQtqXvu07N7OUVERERERERERPSXBKgj+s8cYHCbtu8AXwbUpv2luhPYvOnY5lSZxpT3zQBszyj1nK8EhgD3AWu1KK9RH9/wI+DjwGt6W5DtZ4EHJb25HKpnVNv2hPJyaZ8EbNlmuhttb2p7c9tja9fUfM3zzm37S8DYst7/kzSs1mUw1efUPO4k2122uwYt29dE8YiIiIiIiIiIWFQJUEf0k1JCYpCkFwWpbf+eKpj8/n4+7U+A/SWNgHmlML4HNB4O+F3gB5LWqI0ZUtb0FHA6VRB3UBn/MWBZ4Nqm9f8DOI8q6Evpu4ek77ZZ17ygNHA18O52F1DqX98taf3eLrY4gSpDel5QW9IHJa0qaZ3aAynvAWaX66E8+PENwKw+niciIiIiIiIiIgZYAtQR/Ws8C5a3qDsaWKPpWL0G9bRacLWd/SU92HgBg4CPAj+X9HvgJuBU25cC2L4COB64UtKdkm4C5gJXlfm+Avwb+IOke4C9gD1q2c11P6QqY9IwHGiuX90wjvkPR/wn8IykoW36Nvrv0kP7POVhiHtTBd7vlnQX8F7gX8B6VA9pPACYClxu+84ydHPgFtvP9+U8EREREREREREx8NQ6DhURL4WkzYDDbO/b6bUMNEm/pLrWR9u0dwPb2H5G0pHAn223fBCkpNWA023v1E9rG217dNOx44BLbF/T09hlVlvHq+33o/5YxsvGrDG7dnoJEREREREREfEqJmmy7a6WbQlQR/QvSQdSBVvndnotr1aSRtqe0HTsINs/721sV1eXu7u7B2xtERERERERERGvNj0FqJdc3IuJeKWzfWqn1/Bq1xycLsd6DU5HRERERERERMTilRrUEREREREREREREdERCVBHREREREREREREREckQB0RERERERERERERHZEAdURERERERERERER0RALUEREREREREREREdERCVBHREREREREREREREckQB0RERERERERERERHbFkpxcQEfFyMuOh2Qw78vJOL6NfzRqza6eXEBERERERERHRUjKoI14hJA2RdL2kQZKGSZojaZqk2yXdJOmttb47S7pV0u9Ln3MlrVXaviVpx17OtYykq8vYDy/kOj8q6cjaPN21NpX30Y19SSdL2qppjl0kdUu6U9JUST9sah/dtL+0pBsk5Ue5iIiIiIiIiIiXkQSoI145DgQusj237N9ne4TtTYDTga8CSNoQ+DGwn+31bI8AzgKGAdg+yvbVvZxr09J3hO1zF3KdVwE7lfHPAH+VNKy0jZB0PPA6SbsDRwPjgJ0bg8v6TwA+ant9oAu4t7StLulK4OASmD+snOdZ4BpgoYLpERERERERERExsBKgjnjl2Ae4uE3bCsDjZfvLwHds39VotH2J7RsAJJ0mac+yPUvSNyVNkTRD0nqSXg/8Enh7yaAeLundJZN5hqRTJS3TbpG2HwUGS1q+HJoXgLY9FfgpsC/wXttfBX4L1DO6vwQcbfv3Zcxc2yeWti8AtwBjqQLX42rjflPuUUREREREREREvEwkQB3xCiBpaWBt27Nqh4eXAPJ9wBeB/yvHNwCmLMT0j9neDDgRONz2I8AngBtL9vVDwGnAh21vRFXb/pBe5ryG+UHneQFqSSPK2DOBqyT9P9uzgeclrVz6bwhMbjPvs8BKwFK2n6sH4YGZwNtbDZL0yVIypHvu07N7WXpERERERERERPSXBKgjXhmGAk80HWuU+BhOlVl8UvMgSSuXIPYfJB3eZu6LyvtkShmQJm8FHrD9h7J/OvDOXtZ7JfOzpu8D1ixB9tttfx74h+3fAN8o/cdTyoL04hhgCPApSddIGtloKKVPnq1lblNrO8l2l+2uQcuu2IfTREREREREREREf0iAOuKVYQ4wuIf2S5gfNL4D2AzA9t9LFvRJwHJtxj5T3udSZUf3h0nAlrX9icC2tl3WNbq8u7SPA3Yp23cAm7ea1PZs25+iqlH9deA8SfX7sgzw7366hoiIiIiIiIiIWEQJUEe8Ath+HBjUFIyt2xa4r2x/H/iapLfV2pddhNPfDQyT9Jayvy9wPYCk70rao8V65wJ3S1q/HJqXUd3GVGATSaLKkv6qpHXLOZaQdHDZfpukxv9rM4AXgKVK28pU5Uqee+mXGhERERERERER/SkB6ohXjvFUgeiGRg3q24HvUNWNxvYM4PPAGZLuljQReBvwq5dyUtv/Bg4AzpfUCAqPLc0bAX9rM7SeFT0BGNnDOQxMAzazPZ2qZMnZku6iqi29dum6DXBTWc8kqocp/qu0bQ9cvlAXFxERERERERERA0rz/4I+Iv6TSdoMOMz2vp1eS4Okq2y/t03basDptncq+1cCB9l+sE3/vYHhto/uw3lHN8qE1I5dBBxZq5XdUldXl7u7u3s7RURERERERERE9JGkyba7WrX1Vz3ZiOgw21MkXSdpUCmh0XHtgtOl7a/UHnxoe5d2fUv7OQtx6gn1nfIAxt/0FpyOiIiIiIiIiIjFKwHqiFcQ26d2eg0vB7YnNO0/C5zRmdVEREREREREREQ7qUEdERERERERERERER2RAHVEREREREREREREdEQC1BERERERERERERHREQlQR0RERERERERERERHJEAdERERERERERERER2RAHVEREREREREREREdMSSnV5AxKuZpCHAOGAH23MXw/n2B8bb/kvZnwAcbru7n+ZfA/i57V3K/njgY7b/VvYFvKt0vx7YB1jD9pjSPgy4zPaGkkYCFwMPAMsA59j+Zum3BfADYFXgaWAycKjtp0v7aNujm9Z2NbCX7cd7uoYZD81m2JGXL8JdiMVh1phdO72EiIiIiIiIiOgHyaCO6KwDgYsWR3C62B9YfaAmt/0gMLQE3gHGAzvDvGD8acAGwIZl+3pgpx6mvNH2CKAL+KikzSStCpwPfNn2W21vShXkX17ScpLOAw6RNF3S92tznQl8un+uNCIiIiIiIiIi+kMC1BGdtQ9VljAAko6QdFsJrjayhcdI+kytz2hJh/fQf5ikuyT9XNIdksZLGiJpT6pA71mSptWCyI15R0maIWmmpO/Vjn9c0h8k3VrmPKGXa5rA/CzpKykBattzgEOogvIHAIfY/jMwWNLyPU1o+ymqLOm3AJ8BTrd9c639AtsPAx8DngROBEYAZ9SmuQQY1cvaIyIiIiIiIiJiMUqAOqJDJC0NrG17VtnfCVgH2IIquLq5pHcC5wIfqg39EHBuD/0px39iewPgCeC/bV8AdAP72B5RAsaNtawOfA/Yocz1dkm7l+PfALYCtgHW68OljQN2AbB9B7CepEElIP4T4Bfl9ZNy7Bpgx17u1cplDXdQZV9PbtP1WWAFYIjtF2zPbDSU0h7LlLkiIiIiIiIiIuJlIAHqiM4ZShU8btipvKYCU6iCwevYngq8XtLqkjYBHi+Zxy37l7kesD2tbE8GhvWylrcDE2w/avt54CzgnVTB7+tt/8P2c1SlNXpzI7Btbf9WYIsSED8QmFleB5Zj87KsW9hO0lSqUiFjSsC7J2cA9wP7SbqpZI3XPUKLEieSPimpW1L33Kdn93KKiIiIiIiIiIjoL3lIYkTnzAEG1/YFfNf2z1r0PR/YE3gDVUZ12/7lQYPP1A7NBRYo5zGQbD8r6UFJb7b9APMzqm+2baoSIHWTgJ+2me5G27s1HbsD2JxaaZT6uYEvSXqa6j5dJam7kaVOdb/ntBh3EnASwDKrrePerzIiIiIiIiIiIvpDMqgjOqSUnBgkqRGkvgo4UNJyAJLeKOn1pe1cYG+qIPX5fejfzr+AVvWebwXeJWmopEFUtZqvB24rx1eStCTw340BkvaQ9N0255lX5gO4Gnh3uwWVB0TeLWn9XtbecAJVhvSWtbV8UNKqktYppVMA7gFmA8uWPqIK8M/q43kiIiIiIiIiImKAJUAd0VnjKeUwbI8HfgXcLGkGcAElmFxKWywPPGT7r73178FpwNjmhySWOY8ErgNuBybbvtj2Q8B3qALYE6mCu40aGMOBf7Y5zzjmPxzxn8Azkob2sK56QLtH5WGIewM/kHS3pLuA91IF39ejytA+gKr0yeW27yxDNwduKSVMIiIiIiIiIiLiZUDVX9xHRCdI2gw4zPa+nV5LO5KWs/1kyaD+NXCq7V9L+iXV2h9tM64b2Mb2M5KOBP5s+6w2fVcDTre9Uz+tebTt0U3HjgMusX1NT2OXWW0dr7bfj/pjGTGAZo3ZtdNLiIiIiIiIiIg+kjTZdlfLtgSoIzpL0oFUwdm5nV5LK5J+AOxIVb95PPB5v8z/45A00vaEpmMH2f55b2O7urrc3d09YGuLiIiIiIiIiHi16SlAnYckRnSY7VM7vYae2D6802tYWM3B6XKs1+B0REREREREREQsXqlBHREREREREREREREdkQB1RERERERERERERHREAtQRERERERERERER0REJUEdERERERERERERERyRAHREREREREREREREdkQB1RERERERERERERHREAtQRERERERERERER0RFLdnoBEREvJzMems2wIy/v9DKiF7PG7NrpJUREREREREREP0gGdUQLkoZIul7SIEkjJV3Wpt8sSUN7mevJNsdPk7Rnf6x3UUnaVtLY2v4USUs19dlf0jBVvi5p7xbz/EjSQ5KWaBr3qKSpku6RdJWkrWvtp0l6WtLyTfO4cW8b97Cc35I+V+t7gqT9m9Yxuml/FUnjFv7ORERERERERETEQEqAOqK1A4GLbM/t9EIWk1uALWv7NwHbAEh6o6STgTWBbYGxwDhg5/oEJSi9B/Bn4F1N859re1Pb6wBjgIskva3Wfi/wX7V5dgAearPWR4DPS1q6uUHS+pKuBw4uQfZRALYfBf4qaZueb0NERERERERERCxOCVBHtLYPcHFtfwVJl0u6W9LYeoZwg6TfSJos6Q5Jn2xqO7Ycv0bSKi3GHiXpNkkzJZ0kSS36vEbSqZJuLdnIjYDucZKOKtvvlXSDpCUkbV6ywCeXrOXV2l2s7eeBeyWtVw5dSQlA234I+BrwcWBv4BBgMrBp0zpHAncAJwKjejjXdcBJQP0enQN8uDbPROD5NlM8ClwD7NeibTRwKlUQfRvgtlrbb6g+14iIiIiIiIiIeJlIgDqiScnMXdv2rNrhLYDPAesDw4EPthh6oO3NgS7gUEkrl+OvAbptbwBcD/xvi7En2H677Q2BIcBuLfp8DbjW9hbA9sAxkl4DfAX4sKTtgeOBA4BBwI+BPcuaTgWO7uXSxwG7lO3ryjmQtDrw/8oc5wI/sW1gOjCiNn4UcDbwa2DX5hIhTaYA69X2/wCsImmlMs85vaz1e8DhkgY1HX8WGAosYXuO7Xtrbd3Adq0mk/RJSd2Suuc+PbuXU0dERERERERERH9JgDrixYYCTzQdu9X2/aXkx9lUpS6aHSrpdqpyGWsC65TjL1AFdgF+2Wbs9pImSZpBVd5igxZ9dgKOlDQNmAAMBtay/TRwEPBbqkD3fcBbgQ2B35b+XwfW6PmyGQe8F6DM+YSk1W3/xfZBwJ+AG4FPl/7zsqxLUP99wG9s/xOY1JirjRdliAMXUWVob1nO05bt+8s5PtLU9GVgc+Czki6VtEmt7RFg9TbznWS7y3bXoGVX7OnUERERERERERHRj5bs9AIiXobmUAV/69zTvqSRwI7AO2w/LWlCiznajR0M/BTosv3n8oC/VmMF/Lftu1u0bQT8nfkBWAF32H5HmzW8eFH2Q5JWkrRsCVBfRRWAPrW0n9Y0ZDxwPvBdqmD0a4EZperHslT3seXDJYFNgbuajp1LVTrkdNsvtKhy0uw7wAVUWenzrgH4iKRvUZX3uIgq4x2qezqnt0kjIiIiIiIiImLxSQZ1RBPbjwODSuC4YQtJby61pz8M/K5p2IrA4yU4vR6wVa1tCWDPsv2RFmMb53lM0nK1vs2uAj7XqPssadPy/ibgf6iCvrtI2hK4m6pkxjtKn6UkbVC2Pyvps23OMYGqBjTUMqRbsf0YsJSkFanKcnzC9jDbw4A3A++RtGzzOEnvoqo//fOm+f5IVcbkp+3O2dT/98CdwPtrczcyz1+gCna/pjZkXWBmX+aOiIiIiIiIiIjFIwHqiNbGs2ApjtuAE6iyfh+gqrNcNw5YUtJdwBiqMh8NT1EFuGdSle/4Vn2g7SeogrUzqYLQ8x7sJ+lgSQeX3W8DSwHTJd0BfLsEq08BDrf9F6oHGZ7M/KD490rZkWnA1mWe9aiyrVuZV4fa9l3Aui3qPNddQ1Uve2fg8to1PUUViG8Ejz8saZqkPwBfpcoEb86gxvbPSomSvjqaBUuX7CHpZuBAqs/w0Frb9vU1RkRERERERERE56l61llE1EnaDDjM9r6dXkt/k3QZ8EHbz7ZoWwqYZHuzsj8WONP2xDZzbQV8vNSoftmQNNr26KZjNwD/VTLk2+rq6nJ3d/dALi8iIiIiIiIi4lVF0mTbXa3aUoM6ogXbUyRdJ2lQeTDiK4bt3Xpoew7YrLZ/cLu+pf0WFswWf7mYUN+RtArwf70FpyMiIiIiIiIiYvFKgDqiDdundnoN8dLYntC0/yjwm44sJiIiIiIiIiIi2koN6oiIiIiIiIiIiIjoiASoIyIiIiIiIiIiIqIjEqCOiIiIiIiIiIiIiI5IgDoiIiIiIiIiIiIiOiIB6oiIiIiIiIiIiIjoiASoIyIiIiIiIiIiIqIjluz0AiIiXk5mPDSbYUde3ullRC9mjdm100uIiIiIiIiIiH6QDOqIVzBJQyRdL2kZSd196P9RSUeW7QXGSFJ5H93Yl3SypK1qfVaVdJmk2yXdKekKSYMl/V7SRrV+R0j6maQlJB0vaaakGZJuk/RmSb+Q9Kmmte0u6cqyvYGkayXdLekeSd+orW9/SSe0uLarJa20kLcwIiIiIiIiIiIGUALUEa9sBwIX2X4G+KukYb30vwrYCaDFmBGSjgdeJ2l34GhgHLBzbfy3gN/a3sT2+sCRtv8NfAH4aQlqvxE4GDgS+DCwOrCx7Y2APYAngLOBvZvWtjdwtqQhwCXAGNtvBTYBtgY+3cu1ndmHPhERERERERERsRglQB3xyrYPcHHZbg4mv4jtR4HBkpZvHmN7KvBTYF/gvba/CvwW2LE2xWrAg7X5ppf3ccBfgY8BxwKjbT9e+v/V9gul34Pl+DXAepJWA5D0mnKe3wAfASbaHl/GPA18lirg3ZNLgFG99ImIiIiIiIiIiMUoAeqIVyhJSwNr255VDvUaoC6uYX7Qed4YSSOAQ6gyka+S9P9szwael7Ry6f8T4BRJ10n6mqTVa/N+gSrrehXbZ5Zj5wHvlzRN0g8lbQpgey5wIfCh0u/9wATb/wQ2ACbXF2z7PmA5SSu0u6gS+F6mttZ5JH1SUrek7rlPz+7t/kRERERERERERD9JgDrilWsoVbkMYF4Qd80SuO7JlczPmq6Pud3254F/2P4N8I3Sfzzzy4JcBawN/BxYD5gqaZXS9hfgWuDE2poeBN4KfAV4AbhG0rtLc73Mx95lf1E9QlVSZAG2T7LdZbtr0LIr9sNpIiIiIiIiIiKiLxKgjnjlmgMMbjo2Edi2l3GTgC2bx9g2gO3R5d2lfRywS6Oz7X/Y/pXtfYHbgHfW5nqhvKj1f8b2lbaPAL4D7F6abgJWk9SoMX15OX4nsHl9DklrA0+WDOueDKa6LxERERERERER8TLQ5wC1pCGS3jqQi4mI/lNKWgySVA9Sz8uOlvRdSXu0GDcXuFvS+s1j2pgKbFIegLiDpGXL/MsDw4E/tRsoabNGGRBJSwAbA38s6zBwLnA6cGV52CLAWcC2knYs44YAxwPf72GNSBLwBmBWT/0iIiIiIiIiImLx6VOAWtL7gWlUmZJIGiHpkgFcV0T0j/EsmDE9ARhZtjcC/tZmXD0ruj7mRUogeRqwGVVmc7ek6cDNwMm2b+thfa8HLpU0E5gOPA+cUGs/G9iEWnkP23OA/wK+LuluYAZVpnZ93P6SHqy91ihru8X28z2sJyIiIiIiIiIiFiPN/yv9HjpJk4EdqB5Stmk5NsP2RgO8vohYBJI2Aw4r5TYax64EDgJOsf3eNuNWA063vVN9TKkZ3ar/3sBw20f39zX0F0nHAZfYvqanfl1dXe7u7l5Mq4qIiIiIiIiIeOWTNNl2V6u2Jfs4x3O2Z1d/IT9P75HtiOgo21MkXSdpUCndge1GZnTL4HTp81fKgw+bxrTrf05/rHeAzewtOB0REREREREREYtXXwPUd0j6CFU923WAQ6keYBYRL3O2T+30Gl4ObP+802uIiIiIiIiIiIgF9fUhiZ8DNgCeoaoF+0/gCwO0poiIiIiIiIiIiIh4FehTBrXtp4GvlVdERERERERERERExCLrU4BaUhfwVWBYfYztjQdmWRERERERERERERHxStfXGtRnAUcAM4AXBm45EREREREREREREfFq0dcA9aO2LxnQlURERERERERERETEq0pfA9T/K+lk4BqqByUCYPuiAVlVRERERERERERERLzi9TVAfQCwHrAU80t8GEiAOiJeUWY8NJthR17e6WVEL2aN2bXTS4iIiIiIiIiIfrBEH/u93XaX7f1sH1BeBw7oyuI/nqQhkq6XNEjSryXtXmu7W9LXa/sXSvqgpIMlfWwhzzOhPMiz30j6qKQjy/ZGkqaV1z8kPVC2r+7Pc5ZzjZf0hpc4dpikj/TjWkZLOnwh+r9W0qf70G/eNdbvc9lX49zlfRlJ3U3jl5I0RtI9kqZIulnSLs1rb9rfTdK3+notERERERERERGxePQ1QH2TpPUHdCXxSnQgcJHtucBEYGsASSsDTwHvqPV9B3CT7bG2z1jsK32xq4CdAGzPsD3C9gjgEuCIsr/jAJx3PLDzSxw7DOi3APVL8Fqg1wA1C17jvPtcfEHSx4HXSDoaeBfwV0nDan2+DawGbGh7M2B3YHkASXtImgIcIukmSRuVMZcD75e07Eu5sIiIiIiIiIiIGBh9DVBvBUwrWa/TJc2QNH0gFxavCPsAF5ftmygB6vJ+KbCKKm8G5tj+Wz1rt2RGf0/SrZL+IGm7cnyIpHMk3SXp18CQxgkljSrfz5mSvleO7SXp/8r25yXdX7bXljSxbI+RdGf5fv/A9qPAYEnLt7s4STuV7N0pks6XtFw5PkvSd0uWdbekzSRdJek+SQeXPiMl3SDp8vLvaqykJYArqQWoy9pnSrpd0g3l2CBJx0i6raz3U6X7GGC7ct7DJO0v6YTaXJdJGlm2n5R0rKQ7JF0jaZU2l7lJucZ7JB1Uxi5Xxkwp9/q/aucfXs5/TLv7Vr/G5vts+1hgFeBQYJzt8cC4Rv8SYD4I+JztZ8qYh22fV+b+KfDfwInAHsAjpY+BCcBuPawrIiIiIiIiIiIWs77WoH6pGZ3xKiVpaWBt27PKocnAhuX41sD1wNrA24BNqQLYrSxpewtJ7wP+F9gROAR42vbbJG0MTCnnXB34HrA58DgwXlVZkRuBL5X5tgP+LumNZfuGktG9B7CebUt6bel7TTnfr1tc31Dg68COtp+S9GXgi0CjjMSfbI+QdCxwGrANMBiYCYwtfbYA1gf+SBWE/aDtCyStJ2lQyTw/Cniv7Ydq6/o4MNv22yUtA0yUNB44Ejjc9m5ljfu3uacArwG6bR8m6ahybz/bot/GVD9QvQaYKulyqqDvHrb/We7DLZIuKeffsGSat2X7jqZrnHefJX0eeBQ4HthZ0uByb35Y7ttbyr39Z5vpnwNeX87zcFNbN9Vnfl7zoIiIiIiIiIiI6Iw+ZVDb/qPtPwJzqB6O2HhFtDMUeKKxU7Jd7wA2owp4TgJupgpWb01VAqSVxoM4J1OVsAB4J/DLMu90oJHN/3Zggu1HbT8PnAW80/bfgOVKlu6awK/KHNtRBa9nA/8GTpH0QeDpMt8C2cxNtqIKLk+UNA3YD3hTrf2S8j4DmGT7XyVb+JlaoPlW2/eXIO3ZwLaN41TBa8p9Oa1kLw8qx3YCPlbOOwlYGVinzTrbeQE4t2z/snbuZhfbnmP7MeC6si4B3yl/RXE18EZg1YU8f/0a6/f5eNunAE/Z/hpwte37gDXLjxu9GQV8F/iMpJNKAL3hEWD1VoMkfbJku3fPfXr2Ql5KRERERERERES8VH0KUEv6gKR7gAeoMl9nUQWVItqZQ5UxXDeRKjC8vO3HgVuYH6Bul0H9THmfS98z/lu5CTgAuJsqKL0dVd3riSWYvQVwAVUJiHFlzCRgyzbzCfhtoza17fVtf7zFul+obTf2G9fR/CNPY38csAuA7YOpMrXXBCaXbG9RlbhonPvNpRRGs+dZ8N948+fR6ty9HTdV6ZZVgM1LtvTDvczdyrxrpHafSykObI+u71N9d7YF7gXWkrRCy8XaE23vAJwKPEaVUd8wmOp72WrcSeVBsF2Dll1xIS8lIiIiIiIiIiJeqr7WoP42VcboH2y/GXg3VXAxoqUSgB5USjQ03AR8Cri97E+n+l6tRVX6oq9uoDwMUNKGVGUooMrKfZekoZIGUWXTXl/abgQOL2OnAtsDz9ieXWpHr2j7CuAwYJNyDXOBu9X6AaG3ANtIektZx2skrbsQ1wCwhaQ3l9rTHwZ+V45fTfVvDEnDbU+yfRRV6Ys1qR4seIikpUqfdSW9BvgX5WGBxSxghKQlJK3J/IxlqP7t71m2P1I7d7P/kjS4BMZHArcBKwKP2H5O0vbMzxxvPj+Sft9m3nnX2Mt9brgS2Nn208ApwHGNjGpJq0jaq2xvWPrPofp+1dezLgv3PYuIiIiIiIiIiAHW1wD1c7b/DiwhaQnb1wFdA7iueGUYz4KlI26iqjt9M0DJXH6EqhbyCwsx74lUJTvuoqr5PLnM91eqOsjXUQXBJ9tuPKTxRqrg7g0lIPpn5gdllwcuKyUrfkdVS7qhnuk7TynXsT9wdhl3M7DeQlwDVMHeE4C7qP464ddl7n9SlQIZChxTHkQ4k+r+3Q6cDNwJTCnHf0aVlT0dmFseqHgYVdbxA6Xv8ZRa3cVTVAHymcAOlNrZkg5uPMixmE51P28Bvm37L1SlU7okzQA+Bvy+rPvvVCVPZpaHOA6lyvZ+kaZrhDb3uWYCVYAcqozyR4E7y/ovAxo1qb+t6sGXB7FgTXCofpS4vIdzRERERERERETEYqb5f0HfQyfpamB3qtquQ6mCim+3vfWAri7+o0naDDjM9r6dXstLJWk14HTbO/XzvCOpPdCwRfuRwJ9tn9Wf563N/6Tt5QZi7to5dqN6UObxbdrnXWNf7rOkK4GDbD/Yh3OPbpQJKfurAr+y/e7exnZ1dbm7u7u3bhERERERERER0UeSJttumfDc15q+/0X1ELnDqOrPrsiCmYkRL2J7iqTrJA0qWcv/cUpWdr8Gp/t43jGL+5z9zfZlvbSPqW33ep9t95Rh3WxC0/5awP8sxPiIiIiIiIiIiFgM+pRBHRHxapEM6oiIiIiIiIiI/vWSM6glPQDUI9iq7dv28P5ZYkRERERERERERES82vRW4qM5qr0E8CHgcGDqgKwoIiIiIiIiIiIiIl4VegxQ2/47gKQlgH2BI4BpwK627xzw1UVERERERERERETEK1ZvJT6WAg6kejji74Ddbd+7OBYWEREREREREREREa9svZX4eAB4HvgR8CdgY0kbNxptXzRwS4uIiIiIiIiIiIiIV7LeAtRXUz0UcZPyqjOQAHVEREREREREREREvCS91aDefzGtIyLiZWHGQ7MZduTlnV5GvArNGrNrp5cQERERERERsdgt0ZdOklaVdIqkK8v++pI+PrBLi4gGSUMkXS9pUB/73zTQa2pz3mUkddf2T5a0VW1fkoZJ2r/sbytpbNMcT5b3YZLmSJom6U5JY8sDW5G0rqQrJN0jaYqk8yStWptjf0nDmuY9R9I6A3HdERERERERERHx0vQpQA2cBlwFrF72/wB8YQDWExGtHQhcZHtuXzrb3nphJu9r4LsP530G+GstODwO2LnWZSywLbCWpFOAPwNb9jDlfbZHABsD6wO7SxoMXA6caHsd25sBPwVWkTRI0s+AbwPjJP2yNteJwJcW9RojIiIiIiIiIqL/9DVAPdT2ecALALafB/oUKIuIfrEPcDGApJ9I+kDZ/rWkU8v2gZKOLtuNLOSRkiZIukDS7yWdJUmlbZak70maAuwlaSdJN5eM5PMlLVf6va+MnSzpeEmX9bLWelD6t8COtbZPA6OoAu5fsf1H4F5J6/U0Yfk/5ybgLcBHgJttX1prn2B7JvBeYDgwuqzhe7VpbgR2lNRb7f2IiIiIiIiIiFhM+hqgfkrSylQPRqT8yf7sAVtVRMwjaWlgbduzyqEbge3K9hupMospx25oMcWmVH/xsD6wNrBNre3vJQP5auDrwI5lvxv4YslW/hmwi+3NgVX6sOR5AWrbs4Hny/8fACcAZwOnAkdLWr3036WnCSUtC7wbmAFsCExu0/VZYAiwXDn/jEaD7ReAe3nxA18jIiIiIiIiIqJD+hqg/iJwCTBc0kTgDOBzA7aqiKgbCjxR278R2E7S+sCdwMOSVgPeQZVl3OxW2w+WAO00YFit7dzyvhVVAHuipGnAfsCbgPWA+20/UPqd3dtibd8HrFkC6wDjgZ3K9qeB3wF/sn2Q7b9QBajf22a64WU9E4HLbV/Zy7mvBi4FDgMulnRIU5dHmF+qaB5Jn5TULal77tP57S0iIiIiIiIiYnHp9U/dS23ad5XXWwEBd9t+boDXFhGVOcDgxo7thyS9lipL+QbgdcCHgCdt/6vF+Gdq23NZ8N/9U+VdwG9tj6oPlDTiJa55IlWt6WupAtBfAM62bWAWVV37+vWsJGlZ2083zdOoQV13B9X/Ry3ZHiPpb8D9wPGSZtq+sTQPprqfzWNOAk4CWGa1ddzHa4yIiIiIiIiIiEXUawZ1eSjbKNvP277D9swEpyMWH9uPA4NKuY2GW6iCvjdQZVQfXt5fqluAbSS9BUDSayStC9wNrF176OGHGwMkbSHpjDbzXcn8OtRTgU0ata/bmACM7ONafwVsLWnX2lreKWlDSW9q1M6megDjX4Dla2PXBWb28TwRERERERERETHA+lriY6KkEyRtJ2mzxmtAVxYRdeOpMpIbbgSWtH0vMIUqi/olB6htPwrsD5wtaTpwM7Ce7TlUZTnGSZoM/Iv59efXokU2cjGBEnAuWdPTgJ7+z+i1DnVtrXOA3YDPSbpH0p1ljY8Cq1EFx79S3h8BrgKQtCowx/bf+nKeiIiIiIiIiIgYeKpiR710kq5rcdi2d+j/JUVEs/KD0GG29+3AuZez/WTJgP4JcI/tYyUdA5xpe3qbcVcCB9l+UNLewHDbR7fpuxQwqTygsT/WvD8wofZgSSQdBvzT9ik9je3q6nJ3d3d/LCMiIiIiIiIiIgBJk213tWrrtQY1gO3t+3dJEbEwbE+RdJ2kQaXszuJ0kKT9gKWpynX8rKzpiJ4G2d6ltn1OL32fo+cM64U1jQUfLEnZP7MfzxEREREREREREYuoTxnUAKXe6wYs+LC2bw3QuiIiOiIZ1BERERERERER/aunDOo+1aCWNJbq4WifAwTsBbyp31YYEREREREREREREa86fX1I4ta2PwY8bvubwDuAdQduWRERERERERERERHxStfXAPWc8v60pNWB54DVBmZJEREREREREREREfFq0KeHJAKXSXotcAwwBTBw8kAtKiIiIiIiIiIiIiJe+foUoLb97bJ5oaTLgMG2Zw/csiIiIiIiIiIiIiLila6vGdRI2hoY1hgjCdtnDNC6IiIiIiIiIiIiIuIVrk8BaklnAsOBacDccthAAtQR8Yoy46HZDDvy8k4vI16FZo3ZtdNLiIiIiIiIiFjs+vqQxC5gG9uftv258jp0IBcWEa1JGiLpekmDJA2TNLPTa2qQdLKkrcr2tpLG1tpU3kc39iVNkbRUrc9pkvYs2xMk3S3pdkkTJb21HF9K0hhJ95TxN0vapWkdo5v2d5P0rYG56oiIiIiIiIiIeKn6GqCeCbxhIBcSEX12IHCR7bm99uwjSYP6aapxwM5l+xZgy1rbPpKOAAZL+hKwD3ATsE0P8+1jexPgdKqHtAJ8G1gN2ND2ZsDuwPLlOvaQNAU4RNJNkjYqYy4H3i9p2UW9wIiIiIiIiIiI6D89BqglXSrpEmAocKekqyRd0ngtniVGRJN9gIubD0raQNKtkqZJmi5pnXL8N5ImS7pD0idr/Z+U9ENJtwPvkDRL0vclzSjzvKX0W1XSr0sm8+2lHn07vwV2BLD9PHCvpPXK/i+BB4EjgD+V/SuZH9DuyQ3AW0qA+SDgc7afKfM+bPu80u+nwH8DJwJ7AI+UPgYmALv14VwREREREREREbGY9FaD+geLZRUR0SeSlgbWtj2rRfPBwHG2zyr9GlnRB9r+h6QhwG2SLrT9d+A1wCTb/1PmBphteyNJHwN+RBXQPR643vYeJdN6uXbrsz1b0vOSVi7nGAfsAvxe0keAN1JlQq9V9n8DHNWHS38/MAN4C1Vw+59t+j0HvL6s5eGmtm5gO+C85kEREREREREREdEZPQaobV9f35e0MvBOqgDR5IFcWES0NBR4ok3bzcDXJK1BVQLknnL8UEl7lO01gXWAv1M98PTCpjnOrr0fW7Z3AD4GUMqKzO5ljeOBncoc44BTylxn27ak0ba/L0ll/wlJq9v+S4u5zpI0B5gFfA5YqZdzjwK+C2wkaXXgq7YfK22PAKu3GlQyyz8JMGiFVXo5RURERERERERE9JfeSnxcJmnDsr0aVS3qA4EzJX1h4JcXEU3mAINbNdj+FfCB0ucKSTtIGklVcuMdpZbz1Nr4f7eoY+022wujkTWN7YeAlSQtW8psYHt0eW/MfxXty3zsY3uE7d1t/xm4lyr7eoVWnW1PtL0DcCrwGPC9WvNgqnvTatxJtrtsdw1adsWFuNSIiIiIiIiIiFgUvT0k8c22Z5btA4Df2n4/1YPPDhzQlUXEi9h+HBgk6UVBaklrA/fbPp6qRvXGwIrA47afLrWgt+rlFB+uvd9ctq8BDinnGCRpxbJ9jaQ3tphjKrCJSs0QqtrPI3s4Z1/rUGP7aaqM7ONKGRMkrSJpr7K9Yek6B5hOeXhisS7Vj2wREREREREREfEy0VuA+rna9ruBKwBs/wt4YaAWFRE9Gg9s2+L4h4CZkqYBGwJnUGUzLynpLmAMcEsvc68kaTrweeCwcuzzwPaSZgCTgfUlLUFVD/ofzROUzOhpwGbl0LyM6lZs3wWsW+pb98XXgUepHtw6E7gMaNSk/rakiVQPUvwi8K3auO2By/t4joiIiIiIiIiIWAw0/6/sWzRKl1IFwx6k+pP5N9t+ojxsrdv2BotnmRHRIGkz4DDb+/bzvLOArlrN5p76bkj18MUvtmnfGxhu+2hJS1E9jHGzVn1L/7HAmbYnvrTVv2i+0Y1SImV/VeBXtt/d29iuri53d3f3xzIiIiIiIiIiIgKQNNl2V6u2Hh+SCHycKgNxR+DDtp8ox7cCftFvK4yIPrM9RdJ1kga1qCG9uNYwkypDuV37ObXt55ifTd2u/8H9tzqgKitStxbwP/18joiIiIiIiIiIWEQ9ZlBHRLzaJIM6IiIiIiIiIqJ/LUoGdbsJvwPMBk62/fdFWVxEREREREREREREvDr19pDEdm4FngeO7ce1RERERERERERERMSryEvKoLb9m35eR0RERERERERERES8yvQpg1rSupKukTSz7G8s6esDu7SIiIiIiIiIiIiIeCXra4mPnwNfAZ4DsD0d2HugFhURERERERERERERr3x9DVAva/vWpmPP9/diIiIiIiIiIiIiIuLVo681qB+TNBwwgKQ9gb8O2KoiIjpkxkOzGXbk5Z1eRrwKzRqza6eXEBEREREREbHY9TWD+jPAz4D1JD0EfAE4ZKAWFb2TNETS9ZIGSfq1pN1rbXfXa4RLulDSByUdLOljC3meCZK6+nHpSPqopCPL9kaSppXXPyQ9ULav7s9zlnONl/SGAZh3lqShZfsNks6RdJ+kyZKukLTuIsz95OK8R4tD/XOofxfKvsr76PK+jKTupvFLSRoj6R5JUyTdLGmXpj6jm/Z3k/StgbmiiIiIiIiIiIh4qfoUoLZ9v+0dgVWA9Wxva3vWgK4senMgcJHtucBEYGsASSsDTwHvqPV9B3CT7bG2z1jsK32xq4CdAGzPsD3C9gjgEuCIsr/jAJx3PLDzAMwLzAuu/hqYYHu47c2parevuijzLso9kjRoUc49QOqfw7zvQvEFSR8HXiPpaP4/e3caZldVpv//exOGMARQAgoyhFHAADEUyBQIgwh/sBUFERGZGoS2EbHRjoptVPgRGm0UURABQUQQFERBkggSiAlTJWSERgQjoww2BJQYINz/F3sdsilOVZ0kVakk3J/rqqv2Xmvttdbep5IXTz31bNgDeFLSoNqYbwLrAoNtDwU+DAwAkHSQpMnAiZImStqmXHMj8EFJq/TSPUVERERERERExEJoKUAtaU1Jn6UKDJ0h6VxJ5/bu1qIbhwPXl+OJlAB1+f4bYG1VNgbm2P6rpJGSToXXM6PPknS3pD9KGlbaVy4ZwPdLug5YubGgpMMkTZc0Q9JZpe0QSf9Tjk+W9HA53kTShHI8StJ9kqZJ+pbtZ4D+kgZ0dnOS9i2ZsZMlXSNptdI+S9KZJYO4XdJQSWNKxvIJZcxwSbdLurFkk18gaTngJkpgtGSe/7k8ozUlzZO0e+m7XdLmkt4u6Vdl33dK2rb0r1WygGdKughQ2faewCu2L2jch+2ptseXPd0m6XpJD5dncnh5/tNVldBB0sblvqdLOr2rH4BuntFZJVB7SCvPrJW5JW2kKmt5oKTlJI0v4/pJOlvSPeVZfbqrfdc/h44/C7bPofpF2GeB0bbHAqNrn9sqwHHASbbnlmuesn11mfsHwEeB84GDgKfLGAPjgAO72VtERERERERERCxGrZb4+C0wCJgOTKp9RR+QtCKwSS2LfRIwuLTvAtwBPABsVc4ndjLV8rZ3pCrZ8rXSdiLwku2tStv2Zc31gLOAvYAhwA6qyoqMB4aVa4cBf5P0rnJ8u6qM7oOA99jeFmgEXW8BmmYAqyqXcRqwT8mQbQc+XxvySMkmHg9cChwM7AR8vTZmR+AkYGtgU+AjtmdSlanpVzLPHyj9uwGTgWGSVgI2sP1gme/esu8vA43s868Bf7D9HqqM6Q1L+2C6/nexHXAC1edyBLBFef4Xlb0CfBc43/Y2dFHnvYVn9DfbQ21ftQDPrMu5bf+F6mfgfOA/gPtKAPlYYLbtHYAdgOPKL0aaqn8Open1nwVJJwPPAOcC+0l6P7UANbBZuZcXOpn+FWCdss5Ttp+q9bUz/2c1IiIiIiIiIiKWAK2+JLG/7c93PywWk4HA840T23MlzQSGUgUd/xvYhCo4/V6qEiDNXFu+T6L6BQTA7lTBQWxPkzSttO9AVbriGQBJVwC72/5Vya4dAGwA/KzMMazMPxv4J3CxpBuAG8p8NwFHUgV4O9qJKnA8QVVJ4hWpgu4Nvy7fpwOr2X4ReFHSXElrlr67bTeyua+kCkL/AribKnh9B1WwdndgY+BMqszc24B7yhy7UWXjYvv3JXN69XLNR0r7jZKea/Zwm7jH9pNlTw9Rlbpo3Mee5XjXxprA5VQB4Wa6e0Y/7zC+y2dm+/lW5rZ9kaRDqALtQ8r4fYFtVb08FWANYHPgz53sHd74OdR/Fs61bUkjbY+UpHK+QfkFTHcOo/ostym/VPmy7WdL39PAes0uknQ8cDxAv9XXbmGZiIiIiIiIiIjoCa1mUF8u6ThJ65ayB2+X9PZe3Vl0ZQ7Qv0PbBKrA6QDbzwF3UgWou8qgnlu+z6P1X1Y0MxE4miojuZFRvTMwwfarVIHIX1CVVxhdrrkLeF8n8wn4XaPusu2tbR/bZN+v1Y4b5437cIc5G+ejgcYL9W4ve92R6q8E1gSGl3tYGDMpGeed6LjX+n3Un3/HvTfT3TP6Rydrd/XMup27lNhYv4xbrTb+pNr4jUtmdVfqn8PrPwulFAe2R9bPqX6+dwP+BGxYflHwJrYn2N4LuAR4ljcG+PtT/dtpdt2Ftttst/VbZY1uth4RERERERERET2l1QD1y8DZVNmOjfIe7b21qehaCUD3k1QPUk8EPg1MLefTqDJhNwRmLMD0twOfAJA0GNi2tN8N7FHqD/ejylS9rfSNB04t195LlQ081/bsUhd5Ddu/BU6hKnNBo8SGpK2b7OFOYFdJm5V9rCppiwW4B4AdSz3n5YBDgT+U9puBvWv3tAvwmu1/AlOonuHttfs6vOxhOPBsKS1Rf0b7A28r438PrFSycSn926rU927RBODj5fjwLsb1xDNamLnPAq4A/gv4UWkbQ/VSwhXK+C0krVqO/7eTNV7/HLr5WWi4CdjP9kvAxcB3GxnVktYuWd2Nn1moAtHTKC9PLLZgwf4tREREREREREREL2s1QP0fwGa2B5XsyI1tb9KbG4tujaXKKG2YSFXWo1GK4VWqkgbttl9bgHnPB1aTdD/wDUpN5VKaYgRwK1UQfJLtxksax1OV97i9BBsfZX5AeABwQykV8gfeWCe5nkX7ulJG5CjgynLdHcCWC3APUJXpOA+4n6rUxHVl7heAuZIGlpfsPUoVkG3cxwCqMhgAI4Htyx5GUZWhgKpu8+6lrMpHgEfK3Kaqt71PeQHhTKpyE39dgH2fDHxG0nTgXZ0N6qFn9AaSpnQ1t6Q9qEq9nGX7CuBlSUdT1dC+D5gsaQbwQ2D5Ustab1qIN34Opanpz0LNOKrsdqjqYz8D3FfWuwFo1KT+pqqXcx5H9bP2jdocewI3dvsgIiIiIiIiIiJisdH8v6DvYpA0FvhwyV6MJYCkocApto/o670sLEnrApfZ3reH5x0OnGr7wE76RwCPliBr9BJJB1K9zPPcTvpf/xxa+VmQdBNwnO3HWlh7ZKNMSDl/B/Az23t3flWlra3N7e35A5GIiIiIiIiIiJ4iaZLttmZ9rdYd/gcwRdKt1OrX2v5sD+wvFoLtyZJuldSvZC0vdUpWdo8Gp1tcd9TiXvOtyPYN3fSPqh13+7Ngu6sM647GdTjfkOovQSIiIiIiIiIiYgnSaoD6V+UrliC2L+nrPSyJbI/jzQHKeAspPwP183v6aCsREREREREREdGFlgLUti/r7Y1ERERERERERERExFtLSwFqSZtTvexta6B/oz0vSoyIiIiIiIiIiIiIhbVci+N+DJwPvArsCfwE+GlvbSoiIiIiIiIiIiIiln2tBqhXtn0LINt/sT0SOKD3thURERERERERERERy7pWX5I4V9JywIOS/h14HFit97YVEREREREREREREcu6VjOoTwZWAT4LbA8cARzZW5uKiIiIiIiIiIiIiGVfSxnUtu8ph38Hju697URERERERERERETEW0WXAWpJPwbcSbdtH9vzW4pY8khaGRgN7AX8ArjM9q9K3wPA5bZPL+e/BK4A1gFesv2TBVhnHHCq7fYe3PsngfVtj5K0DXB56doQmF2+nrW9T0+t2c1+TgP+ZPsqSesDP7K9f+mTbUsaaXukJAFjgE/Z/mttjk8BX6T6/+lV4Arb36r1jyy18hvna1N9Rvt1t7/pj89m0Igbe+ZmI97iZo3K6yoiIiIiIiKia91lUN/QpG0D4BSgX89vJ2KJdQxwre15kiYAuwC/krQW8A9g59rYnYHP1AOqfWwM8HNglO3pwBAASZcCN9j+xWLez2jg34GrbD8maaCklW3PAfaVtDuwgqR/BQYAY4H9gEvLvvcHPgfsa/sJSSsBnyp9WwPnA++W9C/A2bavtP2MpCcl7Wp7wuK93YiIiIiIiIiI6EyXNaht/7LxBdwL7A/8GzAK2GQx7C9iSXE4cH05nkgVoKZ8/w2wtiobA3Ns/1XSSEmnQpUZLeksSXdL+qOkYaV9ZUlXSbpf0nXAyo0FJR0mabqkGZLOKm2HSPqfcnyypIfL8SYlcI6kUZLukzRN0rdsPwP0lzSgs5uTtK+kOyRNlnSNpNVK+yxJZ0qaIqld0lBJYyQ9JOmEMma4pNsl3SjpAUkXlJeqdmYS8N6SHQ0wDtgDwPYYqoD6ycBats8BbqIKUDd8iSrL/IlyzVzbPyp9I4FLgAuAXYF7atf9iupzjIiIiIiIiIiIJUS3L0mUtKWkn1IF4f4AbG37fNsv9/ruIpYAklYENrE9qzRNAgaX9l2AO4AHgK3K+cROplre9o5U2b9fK20nUpUB2aq0bV/WXA84i6qkyBBgB0kfBsYDw8q1w4C/SXpXOb69ZHQfBLzH9rbA6WXsLUDTEh6SBgKnAfvYHgq0A5+vDXnE9pCy9qXAwcBOwNdrY3YETgK2BjYFPtLJM8C2gWnlvqDKqG6U+Hg/8AHg3HJvJ9ueCWwpqfFXG4OpPoNmXgYGAsvZnmP7T7W+duY/u4iIiIiIiIiIWAJ0GaCWdA3wW6oA3HDg18Dqkt4u6e29v72IJcJA4PnGie25wExgKFWg9i6qfyO7lK/OSkhcW75PAgaV492Bn5Z5p1EFbgF2AMbZfsb2q1Q1rXcvZUNWK9nQGwA/K3MMowogzwb+CVws6SPAS2W+jlnIdTtRBZYnSJoCHAlsVOv/dfk+HbjL9oslK3uupDVL3922H7Y9D7gS2K2TtRrq+xlfG3+z7a8A/7B9EVWgGuBuqiB4d/6TKsj/75J+I2m7Wt/TwHrNLpJ0fMkQb5/30uwWlomIiIiIiIiIiJ7QXQb1DoCAU6mCcO1UwbVJ5TjirWAO0L9D2wSqwPAA288BdzI/QN1ZBvXc8n0e3dd/78pE4GiqrO1GRvXOwIQSzN6R6kWOB1JlJ0P17/d9ncwn4He2h5SvrTu8ALWx79dqx43zxn10fJlqZy9XbRgL7AtQ/hrjMUkbl+xqGi84bJxTy7Km+uXA9s0mtf247U8A5wEXMv+XAlB9hnM6ue5C22222/qtskY3W4+IiIiIiIiIiJ7SXQ3qQbY3Ll+blK/XzxfXJiP6UglA95NUD1JPBD4NTC3n06gykTcEZizA9LcDnwCQNBjYtrTfDexRXiDYDzgMuK30jaf6pdHtVLXh9wTm2p5dakevYfu3VC8z3a7cwzzggfISwY7uBHaVtFnZx6qStliAewDYUdLGpfb0oVTlgJD0E0lvyny2/SzVixAb0eB6ALqZm4G9y/GZwNmS3lnWWLG8UBFJ7yljXqP6RdqqtTm2YME+m4iIiIiIiIiI6GXd1qAGkHRLK20Ry7CxvLFsxUSqF4XeAVAyl58G2m2/tgDznk9VsuN+4BuU2sq2nwRGALdSBcEn2W68pHE8VXmP20vg+VFKQBgYANwgaVppq9eSbhoELuU6jgKuLNfdAWy5APcA1csIzwPuB/4MXFfatwWe6OSael3s0XReggTbL1CVFBlYgu/nATdLmglMBlYvQw+SdAdwDNVn9tnaNHsCNy7gfUVERERERERERC/S/L+gb9JZZYyuCvyeqga1StfqwGjbCxrEilgqSRoKnGL7iL7ey8KStC5wme19e3je4cCptg/s0L46cLHtQzq5bifgWNvHlfN2YNdS47vZ+BHAo7avaGFPIxtlQmpttwMfKhnxnVpp3c297pHf6W6JiGjBrFEH9PUWIiIiIiIiYgkgaZLttmZ93dXB/TTwOaoXi02utb9AlcEY8ZZge7KkWyX1K1nLS52Sld2jwelu1nsBaBqcLv13UpUXaZw3/U+q1j9qAZYfVz+RtDbwP90FpwG2edcatCeoFhERERERERGxWHSZQf36IOkk299bDPuJiOhTbW1tbm/PO2AjIiIiIiIiInpKVxnULdWgBi6RdJqkC8uEm0s6sLuLIiIiIiIiIiIiIiI603KAGngZ2KWcPw6c3is7ioiIiIiIiIiIiIi3hFYD1Jva/m/gFQDbLzH/hYkREREREREREREREQus1QD1y5JWBgwgaVNgbq/tKiIiIiIiIiIiIiKWecu3OO5rwGhgA0lXALsCR/XWpiIiIiIiIiIiIiJi2ddSgNr27yRNBnaiKu1xsu1ne3VnEREREREREREREbFMaylALWloOXyyfN9Q0hrAX2y/2is7i4iIiIiIiIiIiIhlWqslPn4ADAWmUWVQDwZmAmtIOtH22F7aX0TLSp300cBewC+Ay2z/qvQ9AFxu+/Ry/kvgCmAd4CXbP1mAdcYBp9pu78G9fxJY3/aocr4c8J1yLwb+CXzM9p8XcN7PAReWF5su6h43Aq6jql2/AvA92xdIWgW4BtgUmAf8xvaILuZZH/iR7f3L+VjgU7b/Ws4F7FGG3wYcTu3ZlDFbUD2fzYEXgT8BJ9l+qvQfBYyzPat2zVXAV20/2NV9Tn98NoNG3NjKI4mIbswadUBfbyEiIiIiIiKWcK2+JPEJ4L2222xvD7wXeBh4P/DfvbW5iAV0DHCt7XnABGAXAElrAf8Adq6N3RmYaPuCBQlO96IxwL6180OB9YBtbW8DHAQ8vxDzfg5YZVE3VzwJ7Gx7CPA+YISk9Urft2xvSfV/w66S9u9sEtuPAQPLLxQAxgL7weu/ZLgUeA/VL8IupQpSv/5sJPUHbgTOt7257aFUv0RbW1I/ST8EvgmMlvTT2tLnA19c+NuPiIiIiIiIiIie1mqAegvbMxsntu8DtrT9cO9sK2KhHA5cX44nUgLU5ftvqAKYkrQxMMf2XyWNlHQqVJnRks6SdLekP0oaVtpXlnSVpPslXQc0AqtIOkzSdEkzJJ1V2g6R9D/l+GRJD5fjTSRNKMejJN0naZqkb9l+BugvaUCZel3gSduvQRXUtf2cpGMkfae2/nGSzpG0qqQbJU0tezlU0mepgty3Srq1jN9X0h2SJku6RtJqpX2WpDMlTZHULmmopDGSHpJ0QtnDy7bnlqVXovz/Yfsl27c2xgCTgfW7+azGMT9L+iZKgNr2HOBEql82HA2caPvRDs/mE8Adtn/TmMz2ONszgA9QZXKPLHOeVVtzPLCPpFb/ciQiIiIiIiIiInpZqwHq+ySdL2mP8vWD0rYS8Eov7i+iJZJWBDaplXSYBAwu7bsAdwAPAFuV84mdTLW87R2pMo+/VtpOpCoDslVp276suR5VAHQvYAiwg6QPUwVCh5VrhwF/k/Sucnx7yeg+CHiP7W2B08vYW4B9yvHVwAdLwPjbkt7boX2Fcn40cAlVMPYJ29vZHgyMtn0u1V8/7Gl7T0kDgdOAfUrWcTvw+dq9P1Kyo8dTZS4fTPVi1K/XnvMGkqYBjwJn2X6i/vAkrQl8sNxLV0YD+wOUX35tWbKfVwa+D/y4fH2/tNWfzWCqz7eZl6l+gbBamXt6o6ME+/8EbNfN3iIiIiIiIiIiYjFpNUB9JFVg53Pl62HgKKrg9J69sK+IBTWQWgmMkuk7k6p2+k7AXVRB6l3K14RO5rm2fJ8EDCrHuwM/LfNOo6rFDrADVZ3jZ8rLQq8Adi+1lFcrGb8bAD8rcwyjCv7OpqopfbGkjwCN+tD1TOLHgHcDXwJeA26RtLftvwO/Bw6UtCWwQgnCTgfeXzLAh9me3eTedgK2BiZImkL173qjWv+vy/fpwF22XyyZ3XNL4Bnbj5ag+mbAkZLe0bi4ZCZfCZzbwl9XjAd2q53fDexYMqiPAWaUr2NK2+vPpiu2b6bKlj8FuF7SiR2GPE2VVf4Gko4vmePt815q9ugiIiIiIiIiIqI3dBugltQP+K3tb9s+qHx9q/xZ/2slYBbR1+YA/Tu0TaAKDA+w/RxwJ/MD1J1lUDdKWMyj9ZeINjORKrv5AeZnVO8MTCjB7B2pXuR4IFU2MVRB9Pc1JrA91/ZNtr8A/D/gw6XrIqpfEB1NlWWM7T9SBeOnA6dL+q8mexLwO9tDytfWto+t9Tfu/bXaceP8Dc+iZE7PYH6mOMCFwIO2v9PpU5l//cvAY6XcCrwxo9qlZMc42y799Wczk5LF3snco6hKfJwEfLpRqqXoT/Wz0vGaC0uN/bZ+q6zR3fYjIiIiIiIiIqKHdBugLi+ce01SojaxxCoB6H7lBXoNE4FPA1PL+TSqLOINqYKrrbqdqu4xkgYD25b2u4E9JA0sv8g5jOqFflAFpU8t195L9ZcGc23PLnWf17D9W6pM3+3KPcwDHpC0dakBvV5Zc7my5l/KuLuoMrM/QZWx3Cg38pLtnwJnUwWrAV4EGrWb76R6geFm5ZpVJW3R6kOQtH7jxYaS3kaVAf1AOT8dWIPqLyzq1xwk6cxOpnw9KA3cDOzd2dr1Z0OVkb6LpANq6+wuabCkjRp1tanKkDzB/PsH2IIF++wjIiIiIiIiIqIXtVri4+/AdEkXSzq38dWbG4tYCGN5Y9mIicAmVKU9KJnLTwPtjZcPtuh8qpId9wPfoNQ/tv0kMAK4lSoIPsl24yWN46mCyLeX4OqjwB9K3wDghlLL+Q+8sQ50I2i7DvAbSTOoAuuvAufVxl1NlY39XDnfBri7lO74GvPrWl8IjJZ0aynXcRRwZVn7DmDLBXgOWwF3SZpKFYj/lu3pktYHvkJVPmRyqZv9r+WaTYEXOplvNPNLmrxAVUpkYBfrjwb2LyU/DgROkvSgpPuAfwOeoXq55E1UpVFuovq8xwCUciRzSgmWiIiIiIiIiIhYAmj+X9B3MUg6slm77ct6fEcRC0nSUOAU20f09V4WlqR1gcts79vNuBuAc2x39zLCPiXpp1SfyTOd9LcDu9qeK2kE8KjtKzoZ29KzKWOPoqoPPqvWdgrwgu2Lu7p2pXU397pHfqe7JSKiBbNGHdD9oIiIiIiIiFjmSZpku61pXysB6oilhaRjqIKY8/p6L72hvKzwbmCq7UP6eDtLLElDgFm2n6+1HQ1cXjLpO9XW1ub29vbe3WBERERERERExFtIVwHqll4CJ2lz4EyqP+F/vcav7U16ZIcRPcT2JX29h95UAq4t141+q7I9pUnbj/tgKxERERERERER0YVWa1D/mKoO76tUL3v7CfDT3tpURERERERERERERCz7Wg1Qr1xq3cr2X2yPBFJYMiIiIiIiIiIiIiIWWpcBakk7lcO5kpYDHpT075IOAlbr9d1FRERERERERERExDKruwzqH5TvJwOrAJ8FtgeOAI7sxX1FRERERERERERExDKupZck2r6nHP4dOLr3thMRERERERERERERbxXdBag3kfTrzjpt/0sP7yciIiIiIiIiIiIi3iK6C1A/A3x7cWwkIiIiIiIiIiIiIt5augtQv2j7tsWyk4iIJcD0x2czaMSNfb2NiGXCrFEH9PUWIiIiIiIiYgnX3UsSZy2OTUQs7SStLOk2Sf0kDZd0Q4f+SyUd3EtrT5a0Qm/M3WGdjSXdJelPkn4uacXSvnvZw6ut3KOksZLeWY4/KWlErU/l+8jyfSVJ7R2uX0HSKEkPlnXvkLR/hzEjO5wfKOkbC3fnERERERERERHRW7oMUNv+CICkVSR9VdKPyvnmkg5cHBuMWEocA1xre15vLSCps794mAjs2lvrlrX7AWcB59jeDHgOOLZ0PwIcBfysxenGAvuV4zHAvrW+z0k6FlhV0hnAHsCTkgbVxnwTWBcYbHso8GFgQNnnQZImAydKmihpm3LNjcAHJa3S4h4jIiIiIiIiImIx6C6DuuHHwFxg53L+OHB6r+woYul0OHB9KwNL9u99kqZJ+lZpW1vSLyXdU752Le0jJV0uaQJwuaT3SLpb0pRy/ebATcwP+CJpnKS2cjxQ0qxy3OzaRhZzo/2HJRiNpL9L+rakqcAuwF7AL8oyl1EFhrE9y/Y04LUWn9Xr+7X9DNBf0oByfg6wNvBZYLTtscDoxvgSYD4OOMn23HLNU7avLnP/APgocD5wEPB0GWNgHJBfrEVERERERERELEFaDVBvavu/gVcAbL8EqNd2FbEUKaUuNrE9q4Wxa1EFTt9je1vm/6Lnu1TZyTtQBVgvql22NbCP7cOAE4Dv2h4CtAGPAbcCe7aw1TddK2kr4FBg19I+jyrYDrAqcJft7YD7gedtv1r6HgPe1cKab2J7JrBlIxAO3ALsAyDpZKqXs54L7Cfp/dQC1MBmwCO2X+hk+leAdco6T9l+qtbXDgxrdpGk4yW1S2qf99LshbmtiIiIiIiIiIhYCN29JLHhZUkrAwaQtClVRnVEwEDg+dq5OxlnYDbwT+DiUqe6Uat6H2DrUoIZYHVJq5XjX9ueU47vAL4iaX2qkiIPAkh6XtJ6tp/oYp9vulbS3sD2wD1l7ZUpWcdUwepfdn3rC+1uYMeyp5uAI4HrgHNtW9JI2yMlqZxv0Kh53Y3DgDOBbSStB3zZ9rOl72lgvWYX2b4QuBBgpXU37+zzi4iIiIiIiIiIHtZqBvVIqizGDSRdQZXx+MXe2lTEUmYO0L92/jfgbR3GvB14tmQg70hVKuNAqn9XUP1b3Mn2kPL1Ltt/L33/aExi+2fAv5Q1fytpr9I1hvlZxq8y/992/26uFXBZbd132x5ZLvlnrab234A1a3Ww16cq9bOwRgONFxveBbyv7NHl+8j6OTAB2A34E7ChpNWbTWp7gu29gEuAZ6nqZjf0p7r3iIiIiIiIiIhYQrQUoC51YD9C9SK0K4E22+N6b1sRSw/bzwH9JDWCwQ8C65XyGUjaCNgOmFKyotew/VvglNIO1YsDT2rMKWlIs7UkbQI8bPtcqprX25aueh3qWVRZ0QAHd3PtLcDBktYpY95e9tvxHk1VSqQx35G0UHNb0v920nUzsHeZex7wgKStu5jqJmC/Ul7oYuC7jYzqUr/7kHI8uIyfA0yjvDyx2AKY0d2eIyIiIiIiIiJi8WkpQC3pN8C+wDjbN9T+ZD4iKmOpMnwpL+/7JPBjSVOosqX/1fZsqoDpDZKmAX8APl+u/yzQVl5eeB9VvehmPgbMKPMOBn5S1rwf2KLUdf4WcKKke6nKj3R6re37gNOAsWVPvwPW7WTt/wQ+L+lPwFpUgWIk7SDpMeAQ4IeSZpb2gXRSq77UkJ5bxsAbM6qbGQcML8enUdWpvk/SDKoyKY2a1N8sL5Q8jurZfqM2x57AjV2sERERERERERERi5nm/wV9F4OkPahepHYAcA9wFXCD7X/27vYilg6ShgKn2D6iD/dwAXC57Ql9tYc6SQdSvTzy3E76RwCP2r5C0rpUpUb27WK+m4DjbD/Wwtoja6VKkPQO4Ge29+7u2ra2Nre3t3c3LCIiIiIiIiIiWiRpku22pn2tBKhrE/UD9qLKTtzPdtM6sBFvRZKOoQqyzut2cPQqScPrZYgk7QC8YntKd9cmQB0RERERERER0bO6ClAv36yxk0lWBj5IlUk9FLisZ7YXsWywfUlf7yEqHWvk276nj7YSERERERERERFdaClALelqYEeqOrHnAbfZfq03NxYRERERERERERERy7ZWM6gvBg5L6YKIiIiIiIiIiIiI6CldBqgl7WX798CqwIckvaHf9rW9uLeIiIiIiIiIiIiIWIZ1l0G9B/B7qtrTHRlIgDoiIiIiIiIiIiIiFkqXAWrbXyuH37D953qfpI17bVcRERERERERERERscxbrsVxv2zS9oue3EhEREREREREREREvLV0V4N6S+A9wBqSPlLrWh3o35sbi4joC9Mfn82gETf29TYilgmzRh3Q11uIiIiIiIiIJVx3GdTvBg4E1qSqQ934Ggoc16s7i4hFJmllSbdJ6idpuKQbOvRfKungxbyniyTtVI53k3RBrU/l+8jGuaTJklboMMepkv5X0hRJ90j6VIf+kR3Ot5F0aa/cUERERERERERELLTualBfD1wvaWfbdyymPUVEzzkGuNb2vBL77XGSlrf96gJcMhrYD7izfH2v1ne4pHWB/pK+CDwBTAR2BcaV9U4A3g/saPsFSasDB5W+3YBvAxtJOgAYYfsW29MlrS9pQ9uPLMr9RkREREREREREz2m1BvW9kj4j6QeSLml89erOIqInHA5c38pASaMk3SdpmqRvlba1Jf2yZCnfI2nX0j5S0uWSJgCXS3qPpLtLRvM0SZt3sdTvgH0ASmD7T6WcELZ/CjwGfAF4pJzfRBXQbvgycKLtF8o1L9i+rPT9D/BF4IKyxoO1634DfLyVZxEREREREREREYtHqwHqy4F3Ah8AbgPWB17srU1FxKKTtCKwie1ZLYxdiyoL+T22twVOL13fBc6xvQPwUeCi2mVbA/vYPgw4Afiu7SFAG1WQuSnbs4FXy5pQZVTvX/bxCar/X84GNizntwJ7lv7VgQG2H+5k+peBtRvrdMiWbgeGdXL/x0tql9Q+76XZnW09IiIiIiIiIiJ6WKsB6s1sfxX4R8lUPAB4X+9tKyJ6wEDg+dq5OxlnYDbwT+Di8kLUl0rfPsB5kqYAvwZWl7Ra6fu17Tnl+A7gy5L+E9io1t6ZscC+5Xg01S+/AK60fTbwT9v/Xc5fAp6XtF43cwIcDxwJfFbSlZIG1fqeBprOYftC22222/qtskYLy0RERERERERERE9oNUD9Svn+vKTBwBrAOr2zpYjoIXOA/rXzvwFv6zDm7cCzpdTGjsAvqF6MOrr0LwfsZHtI+XqX7b+Xvn80JrH9M+Bfypq/lbRXN3t7PWva9uPA2yStYtulbWT53giqjwH2K2U9/i5pk2aT2r7P9geB84HxwMW17v5lfxERERERERERsYRoNUB9oaS3AV+lyqK8D/jvXttVRCwy288B/SQ1gtQPAutJ2gpA0kbAdsCUkhW9hu3fAqeUdqgynU9qzClpSLO1SsD4YdvnUtW83ra03yLpXU0uuRfYTvPf3DgOGN7F7dTrUJ8JfL+U+0DSapI+VY4HlzGvAJOBAbU5tgBmdLFGREREREREREQsZsu3Msh2o+7sbUDTzMWIWCKNBXYDbrY9V9IngR+XoPUrwL/ani1pXeD60i7g8+X6z1IFg6dR/X9xO1W96Y4+Bhwh6RXgr8D/k7QcsBnwfx0H23YpGzIUmESVUf0R4LfNbsL2/ZK2kNSPKjt6NeCest4rwLfL0H8rQfQNgA8Dn6tNsydwYxfPKiIiIiIiIiIiFjPN/wv6Jp3S5zvtBGz/T4/vKCJ6jKShwCm2j+iDtQcDx9hu+v+IpI8Dm9o+Q9IKwF22h3Yx3wXA5bYntLD2yEaZkHK+EtUv2HYr5Uw61dbW5vb29u6WiIiIiIiIiIiIFkmaZLutWV93GdQDuumPiCWY7cmSbpXUz/a8xbz2DOZnYjfrv6p2/ApVNnVX8zXL3O7MuA7nGwIjugtOR0RERERERETE4tVlgNr21xfXRiKid9i+pK/3sLjZHtfh/EGqGtwREREREREREbEEaekliaX26y2SZpTzbSWd1rtbi4iIiIiIiIiIiIhlWUsBauBHwJeoXkaG7WnAx3trUxERERERERERERGx7Gs1QL2K7bs7tKWWa0REREREREREREQstFYD1M9K2hQwgKSDgSd7bVcRERERERERERERsczr8iWJNZ8BLgS2lPQ48Gfg8F7bVUREREREREREREQs81oKUNt+GNhH0qpUWdcvUdWg/ksv7i0iIiIiIiIiIiIilmFdBqglrU6VPf0u4Hrg5nL+H8A04Ire3mBExOI0/fHZDBpxY19vI2KZMGvUAX29hYiIiIiIiFjCdVeD+nLg3cB04DjgVuAQ4CDbH+rlvcVSStLKkm6TtJ2kKeXr/yT9uRzf3AtrjpX0zg5tn5I0Q9J0SfdKOlXSGZLOqo3ZSNLDktYs51MkXdVhnktL3fWu1p8l6Ze184MlXVqO3yHpBklTJd0n6belfTlJ59b2eI+kjZvMfZSk9Rb8qbRO0mmSPl6O15d0U61P5fvIxnmz5136Ont+fy73/0dJP5G0fq1/lqTxTeaZUY6HS7qhHB8l6TVJ29bGzpA0qMP1IzucHyjpGwv0UCIiIiIiIiIiotd1F6DexPZRtn8IHAZsDXzA9pRe31kszY4BrrU91fYQ20OAXwNfKOf79MKaY4H9GieS9gc+B+xrextgJ2A2cDrwYUlblaHfBb5q+/nS1g8YVsrZLKjtJW3dpP0bwO9sb2d7a2BEaT8UWA/YtuzxIOD5JtcfVcb1ptGU52f7MWCgpJVL376SzgBWkfSvVM/1Dc8boJvn9wXb21H9wute4PeSVqz1D5C0QW2erjwGfKVZh6SDJE0GTpQ0UdI2petG4IOSVulm7oiIiIiIiIiIWIy6C1C/0jiwPQ94zPY/e3dLsQw4nKokTFOS9pV0h6TJkq6RtFppnyXpzJI92y5pqKQxkh6SdEIZM1zS7ZJulPSApAskLQfcxBsDpl8CTrX9BIDtubZ/ZHsOcArwfUn/HzDAdqNUzWFUfzUwFnjTXwhI2kvSr2rn75d0XW3It2keOF2XKqhK2cu0WvuTtl8r7Y/Zfq7DmgcDbcAV5bmsvIjPqTOTgPc2sqWBccAeZV9jgDHAycBats/hzc8bunl+ZS6X6/8K7F/rupoqYN+Y58ou9noD8B5J727S9wPgo8D5VAH/pxvrlns6sIt5IyIiIiIiIiJiMesuQL2dpBfK14vAto1jSS8sjg3G0qVkxW5ie1Yn/QOB04B9bA8F2oHP14Y8UjKuxwOXAgdTZT9/vTZmR+Akqoz+TYGP2J4JbCmpXxkzmCro+ia2fws8B1wG/Fut61DgKqrg6GFNLr21rLF2OT8auKTWfzUwVNJmHa77PnCxpFslfaVWruNqqqzeKZK+Lem9Tfb6C6pndHjJPp9TuhbqOTV7HmUdU9WVH1KaRlMCyJLeD3wAOBf4m6STmzxv6P751U0Gtqyd/7K2vw8Cv+ni2teA/wa+3KTvFWCdck9P2X6q1tcODOtmXxERERERERERsRh1GaC23c/26uVrgO3la8erL65NxlJlIM3LVDTsRBUwnSBpCnAksFGt/9fl+3TgLtsv2n4GmKtSJxq42/bDJav/SmC3RjtVULYV3wfusf0AgKQ24FnbjwC3UGUTv71+QQniXg58suxlZ6pM4oZ5wNlU2dv168YAmwA/ogrK3itp7VJK491l/GvALZL2bnH/i/KcOlPPih5fG3+z7a8A/7B9EVWgGmrPu5Xn14E6nP8NeE5VHez7gZe62evPgJ305prdhwFnAp+RdGH5hUjD03RSKkXS8SUbvX3eS7O7WToiIiIiIiIiInpKdxnUEQtqDtC/i35R1WMeUr62tn1srX9u+f5a7bhxvnw5doc5G+evZ/0CM4Htu9jHa+Wr4TCqjOBZwEPA6lSlIjr6MfDJMv4a26926L8c2B3Y4A0btP/P9s9sHwHcU8Y0So/cZPsLwP8DPtzFnusW5Tl1Ziywb9nXy8BjkjYugXlsjyzfmz3vVp9fw3upAtF1P6f6xUFX5T0oe3iVqqTKf3Zon2B7L6rM9meBs2rd/al+PpvNd6HtNttt/VZZo7vlIyIiIiIiIiKihyRAHT2q1FDuJ6mzIPWdwK6NMhiSVpW0xQIus6OkjUtN5UOBP5T2m4FGBvKZwNmS3lnWWbG84O9NyjwfA7axPcj2IKoaym8qU1FqWj9BVabkx036XwHOoapz3Zh/r8bL+SQNoCq38UipHb1ebQ/bAn9pssUXgQGdP45ONX1Okn4i6U2Z5rafBVaQ1IjQ1gPQzdwM7L0gz0+Vz1LV3x7dofs6qtIdY1q8v0uBfYBGyRUkDS6Hc6hKltSf2xbAjBbnjoiIiIiIiIiIxSAB6ugNY+mknEQpQ3EUcKWkacAdvLEWcSvuAc6jysD9M1VgE9svUJW4GFjqTJ8H3CxpJlXN487K0gwDHm+8ULG4Hdha0rpNxl8BPGq7YwZww8XMz2KGKpO7vXa/F9m+h6pW8m8kzaAKpr5a9oyki0rZDKgCsRc0XpLYyZrNNH1OVIHwJzq55haqoC9UAeSOL0J8XeN509rzO1vSVOCPwA7AniVLuz7fi7bP6tjexfovU5UbWafW/E1JE4DjqGqbf6PWtydwYytzR0RERERERETE4qH5f60f0TMkDQVOKeUsenru4cCptg/spH8EVfD4ip5eu7bGecC9ti/urTUWVWfPSdLqwMW2D+nkup2AY20fV87bgV1tz+1kfK8/74UhaWSjJEk5fwfwM9vd1vhua2tze3t7b24vIiIiIiIiIuItRdIk223N+pZv1hixKGxPlnSrpH7lBX2Lc+1RvTm/pEnAP4D/6M11ekvJem4anC79d1KVYWmcN/2Po9bfq897EYzrcL4hS+lnFhERERERERGxLEsGdURETTKoIyIiIiIiIiJ6VlcZ1KlBHRERERERERERERF9IgHqiIiIiIiIiIiIiOgTCVBHRERERERERERERJ9IgDoiIiIiIiIiIiIi+kQC1BERERERERERERHRJxKgjoiIiIiIiIiIiIg+sXxfbyAiYkky/fHZDBpxY19vI2KZMGvUAX29hYiIiIiIiFjCJYM6ohdJWlnSbZL6SRokyZJOr/UPlPSKpPO6mGO4pNmSppSvm0v7hyVt3c36a0r6mySV853LHtYv52tI+j9Jy3W4bpCkGQtxvxdJ2qkc7ybpglpfYw8jG+eSJktaoTbmUkkHl+Nxkh6QNFXSBEnvLu0rSBol6cFy/R2S9u+wj5Edzg+U9I0FvZ+IiIiIiIiIiOhdCVBH9K5jgGttzyvnfwbqKYWHADNbmGe87SHla5/S9mGgywC17eeBJ4GtStMuwL3lO8BOwN22X2thD60YDexXju8E3lfrO1zSF4D+kr4IHA5MBHbtYr7DbW8HXAacXdq+CawLDLY9lOo5DACQdJCkycCJkiZK2qZccyPwQUmrLOoNRkREREREREREz0mAOqJ3HQ5cXzt/CbhfUls5PxS4utEp6RBJM0rW8O2dTSppF+BfgLNLVvWm5Wu0pEmSxkvasgyfyPyA9C7AOR3OJ5Q5ty/rTgU+U1vrPZLuLutMk7R5F/f7O2AfANuvAn9q7MP2T4HHgC8Aj5Tzm5gf0O7K7cBmJcB8HHCS7bll3qdsN57hD4CPAucDBwFPlzEGxgEHtrBWREREREREREQsJglQR/QSSSsCm9ie1aHrKuDjkjYA5gFP1Pr+C/hAyRr+l1r7sFqJj6/Yngj8GvhCyap+CLiQKnC7PXAqVbAWqgB0IyC9CXAN0AiQ70IVwAb4cbl+uw77PQH4ru0h5brHOrtn27OBVyWtVZpGA/uX5/EJYH2qTOgNy/mtwJ6dzVfzQWA6sBlVcPuFTsa9AqxT9vKU7adqfe3AsBbWioiIiIiIiIiIxSQvSYzoPQOB55u0j6YqU/EU8PMOfROASyVdDVxbax9vu9PsX0mrUQWbrymlngFWKt8nAl+StDEwy/Y/S/3n1YDtgbskrQmsabuRtX05JbAM3AF8pdStvtb2g13fNmOBfYEry71eTJW1faVtSxpp+78lqZw/L2k92080mesKSXOAWcBJwNu6Wfsw4ExgG0nrAV+2/WzpexpYr9lFko4Hjgfot/ra3SwRERERERERERE9JRnUEb1nDtC/Y6Ptl4FJwH8Av+jQdwJwGrABMKmWidyd5YDna3Wqh9jeqsz5ILAmVRbyHWX8JOBoqoD137ua2PbPqLK55wC/lbRXN3t5PWva9uPA2yStUspsYHtk+e4yfgydl/k4vNzLh20/CvyJKvt69U72OsH2XsAlwLPAWbXu/uUeml13oe022239Vlmjm9uLiIiIiIiIiIiekgB1RC+x/RzQT9KbgtTAt4H/tP1/9UZJm9q+y/Z/Ac9QBao78yLl5YCl5MWfJR1S5pGkeqmOO4GTmR+gvgP4HKX+dHmZ4vOSdiv9h9f2tAnwsO1zqeppb1vab5H0rib7uhfYTvNTuccBw7u4j1brUGP7JaqM7O+WEipIWrt234PL0DnANMrzKbYAZrSyTkRERERERERELB4JUEf0rrHAbh0bbc+0fVmT8WdLmi5pBlVpjqldzH0V8AVJ90ralCqofGx5yeFM4EO1sROogt3t5fwOqnrUE2tjjga+L2kKoFr7x4AZpX0w8BNJy1HVg35DgL3cm4EpwNDS9HpGdTO27we2kNSvi3utO40qeH9feU43AI2a1N+UNIHqRYqfB75Ru25P4MYW14iIiIiIiIiIiMVA8//KPiJ6mqShwCm2j+jrvfSkkql8jO3Pd9L/cWBT22dIWgG4y/bQZmPL+AuAy21P6KH9jWyUEinn7wB+Znvv7q5ta2tze3t7d8MiIiIiIiIiIqJFkibZbmvWl5ckRvQi25Ml3Sqpn+15fb2fnmJ7BlWGcmf9V9WOX2F+NnVn40/oud0BVVmRug2pan5HRERERERERMQSJAHqiF5m+5K+3sNbje1xHc7v6aOtREREREREREREF1KDOiIiIiIiIiIiIiL6RALUEREREREREREREdEnEqCOiIiIiIiIiIiIiD6RAHVERERERERERERE9IkEqCMiIiIiIiIiIiKiTyRAHRERERERERERERF9Yvm+3kBExJJk+uOzGTTixr7eRkQswWaNOqCvtxAREREREbHMSAZ1xFJK0sqSbpPUrxfXWFPSv9XOB0ma0c01kyWtUI5Pk/TxWp/K95Hl+waSbupw/SxJA8vxPElTJM2QdI2kVUr7OyVdJekhSZMk/VbSFrU5hksa3mHeb0naa6EeRERERERERERE9IoEqCOWXscA19qe14trrAn8W3eDOpgI7FqORwP71frOkPQhYC1J5wJrAQMlrdzJXHNsD7E9GHgZOKEEua8Dxtne1Pb2wJeAdwBI+gZwMXCJpDGSGn8p8j1gxALeS0RERERERERE9KIEqCOWXocD1wNIWlfS7bVs42GSTpB0dmOwpKMknVeOPyVpmqSpki4vbe+QdF1pmyppF2AUsGmZ9+wme2jmJuYHpScB721kTtv+cun7JPB921OAccAeLcw7HtgM2BN4xfYFjQ7bU22Pl7Q1cDDwGaoA/ueB18qYv1AFxt/Z4n1EREREREREREQvS4A6YikkaUVgE9uzStMngDG2hwDbAVOAXwIH1S47FLhK0nuA04C9bG8HnFz6zwVuK21DgZlUGccPlSzmL7S4vVupgsjYNjANGFL2fTpVVvVPgc9I2q6c79/N/S5fxkwHBlMFvpt5BViRKvMb2zNtv1brn8z87O6IiIiIiIiIiOhjCVBHLJ0GAs/Xzu8Bji61nbex/aLtZ4CHJe0kaS1gS2ACsBdwje1nAWz/X5ljL+D80jbP9uyF2Zjtl4DnJa1XmuoZ1V+1fT3wN9ufpQpejwd262S6lSVNAdqBR6hKd3S19oPAmcB/ARdK+qqk+v9zTwPrdbxO0vGS2iW1z3tpoW47IiIiIiIiIiIWQgLUEUunOUD/xont24HdgceBSyV9qnRdBXwM+ChwXcloXhzGMD8oPRbYt+zT5fvIxrntl4HHJG3cZJ5GDeohtk8qY2cC23e2sO2LqepmfxkYRlUKpaE/1bPreM2Ftttst/VbZY0Fu9OIiIiIiIiIiFhoCVBHLIVsPwf0k9QfQNJGwFO2fwRcRFWiA6qXCX4IOIwqWA3we+CQklWNpLeX9luAE0tbP0lrAC8CA5rtQdK7JN3SyRZfz5oumdorlPk6022Zj5rfAytJOr62l21L3e11JA0szc8CD3fY/xbAjBbXiYiIiIiIiIiIXpYAdcTSayzzS2MMB6ZKupeq1vR34fVA9v3ARrbvLm0zgTOA2yRNBf6nzHEysKek6VQ1nre2/TdgQnnxYseXJK4LvNpsY7bvB7aQ1K803QLs08W9jGZ+xnWXShb2QcA+kh6SNJOqrMdfqYLRVwPfA34ErA/8BEDSClQvWWxvZZ2IiIiIiIiIiOh9Wnx/8R8RPUnSUOAU20f00fr/Djxi+9ed9F8AXG57gqSdgGNtH9fFfO3Arrbn9sDehgPYHldrOwgYavurXV3b1tbm9vbEsCMiIiIiIiIieoqkSbbbmvUtv7g3ExE9w/ZkSbdK6md7Xh+sf143/SfUju8E7uxmfNP/pBbSrCZtywPf7sE1IiIiIiIiIiJiESVAHbEUs31JX+9hSWR7VpO2a/pgKxERERERERER0YXUoI6IiIiIiIiIiIiIPpEAdURERERERERERET0iQSoIyIiIiIiIiIiIqJPJEAdEREREREREREREX0iAeqIiIiIiIiIiIiI6BMJUEdEREREREREREREn1i+rzcQEbEkmf74bAaNuLGvtxERS7BZow7o6y1EREREREQsM5JBHdHHJK0s6TZJ/XpgrqMkndcT++otksZKemc5/qSkEbU+le8jy/eVJLV3uH4FSaMkPShpsqQ7JO3fYczIDucHSvpG79xRREREREREREQsrASoI/reMcC1tuf11QYkLc6/phgL7FeOxwD71vo+J+lYYFVJZwB7AE9KGlQb801gXWCw7aHAh4EBAJIOkjQZOFHSREnblGtuBD4oaZVeuqeIiIiIiIiIiFgICVBH9L3DgesBJA0v2dTXS3q4ZAofLuluSdMlbVrGfVDSXZLulXSzpHfUJ5TUT9KfVVlT0jxJu5e+2yVtLmmkpMslTQAu73D9viUzebKkayStJmmjkrU8UNJyksaXcf0knS3pHknTJH26m/u9iRKgtv0M0F/SgHJ+DrA28FlgtO2xwOjG+BJgPg44yfbccs1Ttq8uc/8A+ChwPnAQ8HQZY2AccGDrH0tERERERERERPS2BKgj+pCkFYFNbM+qNW8HnABsBRwBbGF7R+Ai4KQy5g/ATrbfC1wFfLE+b8nGfgDYGtgNmAwMk7QSsIHtB8vQrYF9bB9W29NA4LTSPhRoBz5v+y/AWVTB3/8A7isB5GOB2bZ3AHYAjpO0cWf3bHsmsGWtpMktwD5l7ZOBZ4Bzgf0kvZ9agBrYDHjE9gudTP8KsE5Z5ynbT9X62oFhne0rIiIiIiIiIiIWv7wkMaJvDQSe79B2j+0nASQ9RFUSA2A6sGc5Xh/4uaR1gRWBPzeZezywO7AxcCZV5vFtwD21Mb+2PafDdTtRBa4nlJLQKwJ3ANi+SNIhVAH0IWX8vsC2kg4u52sAm3eyp4a7gR3LvDcBRwLXAefatqSRtkdKUjnfoATzu3NYuddtJK0HfNn2s6XvaWC9ZhdJOh44HqDf6mu3sExERERERERERPSEZFBH9K05QP8ObXNrx6/Vzl9j/i+VvgecZ3sb4NNN5gC4nSpjeEfgt8CawHCqwHXDP5pcJ+B3toeUr61tHwuvl9hYv4xbrTb+pNr4jUtmdVdGA40XG94FvA9eL8WB7ZH1c2ACVSb4n4ANJa3ebFLbE2zvBVwCPEuV8d3Qn+p5N7vuQtttttv6rbJGN1uPiIiIiIiIiIiekgB1RB+y/RzQT1KzAHNX1gAeL8dHdjLmbmAX4DXb/wSmUAWzb+9m7juBXSVtBiBpVUlblL6zgCuA/wJ+VNrGUL2UcIUyfgtJq5bj/+1kjZuBvWF+ORJJW3exp5uA/Wy/BFwMfLeRUS1p7ZLVjaTBZfwcYBrl5YnFFsCMbu49IiIiIiIiIiIWowSoI/reWKrs4AUxErhG0iSqTOE3KS8RfJQq4AxV5vQAqlIhbyJpSrnuGeAo4EpJ06jKcGwpaQ+qGtNn2b4CeFnS0VS1se8DJkuaAfwQWL7UslYne3sBmFvGwBszqpsZR5X9DVV97GeA+8p6NwCNmtTfLC99PA74PPCN2hx7Ajd2sUZERERERERERCxmmv8X9BHRFyQNBU6xfURf76UnSTqQ6gWQ53bSPwJ41PYVpZb2Zbb37WK+m4DjbD/WwtojG2VCyvk7gJ/Z3ru7a9va2tze3t7dsIiIiIiIiIiIaJGkSbbbmvXlJYkRfcz2ZEm3SupXyl0sE2zf0E3/qNrxk1QvW+xqfFcZ1h2N63C+IfAfC3B9REREREREREQsBglQRywBbF/S13tYltge1+H8nj7aSkREREREREREdCE1qCMiIiIiIiIiIiKiTyRAHRERERERERERERF9IgHqiIiIiIiIiIiIiOgTCVBHRERERERERERERJ9IgDoiIiIiIiIiIiIi+kQC1BERERERERERERHRJ5bv6w1ERCxJpj8+m0EjbuzrbURELFazRh3Q11uIiIiIiIi3qGRQL2aSVpZ0m6R+kq6T9OFa3wOSTqud/1LSRySdIOlTC7jOOEltPbh1JH1S0oja+XKSzpU0Q9J0SfdI2ngh5v2cpFV6aI8bSZosaYqkmZJOKO2rSLpR0v+W9lGd3NMgSXPK9fdJ+omkFXpob++UdJWkhyRNkvRbSVv0wLzvLp/3FEn3S7qwJ/bbWySdJunj5Xh9STfV+lS+j2ycSxor6Z0d5vhU7efuXkmndugf2eF8bUmje+eOIiIiIiIiIiJiYSVAvfgdA1xrex4wAdgFQNJawD+AnWtjdwYm2r7A9k8W+07fbAywb+38UGA9YFvb2wAHAc8vxLyfA3okQA08CexsewjwPmCEpPVK37dsbwm8F9hV0v68+Z4AHirXbwOsD3xsUTdVAq/XAeNsb2p7e+BLwDsWdW7gXOAc20NsbwV8rwfm7E2jgf0AbD8GDJS0cunbV9IZwCqS/pXqZ2NsYzxA+dw+B+xbfu52AmaXvq0l3QacUH5RcVhZ5xngSUm7Lob7i4iIiIiIiIiIFiVAvfgdDlxfjidSAtTl+2+AtUvW6MbAHNt/lTSykSFaMmXPknS3pD9KGlbaVy7ZufdLug5oBPyQdFjJNJ0h6azSdoik/ynHJ0t6uBxvImlCOR5VsoinSfpWCfL1lzSgTL0u8KTt16AKNtp+TtIxkr5TW/84SedIWrVkMU8tezlU0mepgty3Srq1jN9X0h0lwHiNpNVK+yxJZ5ZM4XZJQyWNKRnJJ5Q9vGx7bll6JcrPuO2XbN/aGANMBtZvck+vK79EuBt4V1l/e1XZ75PKuuvWPpNzyp7ul7SDpGslPSjp9DLdnsArti+ozT/V9vjyeZ9dywg+tMw7vKx3vaSHy+dxePnsp0vatPY5PFabd3q5/k5J76l9DuMktUlaTdKPyxzTJH20471L2lTS6HKv4yVtKWl5VVnyw8uYM0swuZGJfnf5bH4oqV/HOWsmAe8tQXuAccAeZe9jqH5pcDKwlu1zgJuoBaipAvun2n6iXDPX9o9K30jgEuACYFfgntp1v6L69xcREREREREREUuIBKgXI0krApvYnlWaJgGDS/suwB3AA8BW5XxiJ1Mtb3tHqizSr5W2E4GXSgbt14Dty5rrAWcBewFDgB1UlRUZDwwr1w4D/ibpXeX4dlUZ3QcB77G9LdAItN4C7FOOrwY+WIKS35b03g7tjdIYR1MFDfcDnrC9ne3BwGjb5wJPAHva3lPSQOA0YB/bQ4F24PO1e3+kZDePBy4FDqbKoP167TlvIGka8ChwViOQWetfE/hguZeO91Qf158qC3t0uZfvAQeX7OdLgDNqw1+23UYVGL0e+AwwGDiqPMvBVJ93Mx+h+my2K/s4uxH8Lm0nUP1MHAFsUT77i4CTyphzgN9LuknSKeX+AH5Oyf4u861rux34KjDb9jbls/19kz1dCJxU7vVU4Ae2XwWOAs6XtA/V5/l1SVtRZdPvWj6beXQRCLZtYFq5Z6gyqvcv+3w/8AGqrPC/STrZ9kxgy1rQu6tn+TIwEFjO9hzbf6r1tTP/Zz4iIiIiIiIiIpYACVAvXgOplcAomb4zgaFUQda7qILUu5SvCZ3Mc235PgkYVI53B35a5p1GFQAE2IGqrMQzJcB4BbC77b8Cq5XM4Q2An5U5hlEFf2cD/wQulvQR4KUy3+vZrKU8w7upMlpfA26RtLftv1MFPQ+UtCWwQsnqnQ68X1UG+DDbs5vc207A1sAESVOAI4GNav2/Lt+nA3fZfrFkQc9tBGZtP1oCr5sBR0p6vYyGpOWBK4FzbT/c8Z6KTcvaT1FliE8r9zkY+F3pO42q/Eezfc20/WT5fB8uz7cruwFX2p5n+yngNqrPDeCe2lwPUZW7aKwzqNzvj6kC2NcAw4E7Ja1E9YuCg8v4jwG/KMf7AN9vLG77ufpmSsb6LsA15V5/SJWlTQkWXw7cABxTstH3pvqFyD1l/N7AJt3cc/2Zjy/PAOBm218B/mH7IqpANVSZ7Dt2MyfAf5a9/Luk30jartb3NFW2/ptIOr5kwLfPe6nZj2VERERERERERPSGBKgXrzlA/w5tE6gCwwNKoPBO5geoO8ugbpSwmAcsvwj7mUiV3fwA8zOqdwYmlGD2jlRBzQOpslyhCqK/rzFBKa9wk+0vAP8P+HDpuogq2/Zo4Mdl7B+pgvHTgdMl/VeTPQn4XamnPMT21raPrfU37v212nHj/A3PomROz+CNWbMXAg/a/k6t7Q33xPwa1JsC20v6l7KvmbV9bWO7Xru6u33NpGS1L6COc9XXef1+bT9h+xLbHwJeBQbbfpwqC3lbqgznn7e45nLA87V7bdS2btiG6hct65RzAZfVxr7b9shu1hhLqf1dgtyPSdq4ZFfTuL5xTi3Lmi6epe3HbX8COI/qs7621t2f6t9gs+sutN1mu63fKmt0s/WIiIiIiIiIiOgpCVAvRiUA3a+UjmiYCHwamFrOp1FlEW9IFVxt1e3AJwAkDQa2Le13A3tIGlhKJBxGlaELVVD61HLtvVR1kufanl2yaNew/VvgFKpSE426zA+oehnd0FJCBEnLlTX/UsbdRZU5/AmqjOVGuZGXbP8UOJsqWA3wItCoAX0n1QsMNyvXrCppi1YfgqT1VV64J+ltVJm5D5Tz04E1qEqjvK5+Tx3anwVGUGWIP0BVH3znMtcK9frOLfg9sJKk42t73VZVDfHxwKGS+klam+oXFncvwD3v1yinIumdwFrA46X758AXqT7LRlb976hKkDSuf1t9PtsvAH+WdEjpVyMTuWTTv73s8Xsla/0W4GBJ65Qxb5e0UTn+iaQ3ZT6XZ7uCpEY0uB6AbuZmqsxsgDOpyqC8s6yxoqoXKlL7TF6j+guDVWtzbMGC/ZuKiIiIiIiIiIhelgD14jeW+eUMoApQb0JV2oOSufw00N54+WCLzqcq2XE/8A1KjV7bT1IFWW+lCoJPst14SeN4qiDy7SVI+yjwh9I3ALih1HL+A2+sA90IJq4D/EbSDKrA+qtUmasNV1NlYzdKSGwD3F3KQHyN+XWtL6Sq83xrKddxFHBlWfsOYMsFeA5bAXdJmkoViP+W7emS1ge+QlU+ZHKpm/2vTe6po18Bq1BlWB8MnFXmnsL8F1x2q2QCHwTso+qljjOpAq1/Ba6jen5TqQLZXywlWFq1LzCj7GsM8IXa9b8APk71WTScDrxN1UsZp1L9YgJJF0lqK2MOB44t/TOBD5X64KOAfy3Z8OcB37V9H1XJk7HlM/sdpSQI1S8t3lADvKZe+3s0byyz8gYlaD5X0sDyS5PzgJvLc5wMrF6GHiTpDuAYqn9rn61NsydwY2drRERERERERETE4qf5f0Efi4OkocApto/o670srPLCvcs6lLhoNu4G4Bzbt3Q1bknQ6j1F6yStDlxs+5BO+ncCjrV9XDlvp3rR4txOxo8AHrV9RQtrj+xYZkTS7cCHOtbc7mildTf3ukd+p7slIiKWKbNGHdDXW4iIiIiIiGWYpEm225r2JUC9+Ek6hioYOq+v99IbStmHu4GpnQUnI3qTpOG2x9XO16YKfv+qu2vb2trc3t7ei7uLiIiIiIiIiHhr6SpAvSgv2IuFZPuSvt5Db7L9PFW934g+UQ9Ol/NnqMq1RERERERERETEEiQ1qCMiIiIiIiIiIiKiTyRAHRERERERERERERF9IgHqiIiIiIiIiIiIiOgTCVBHRERERERERERERJ9IgDoiIiIiIiIiIiIi+kQC1BERERERERERERHRJxKgjoiIiIiIiIiIiIg+sXxfbyAWnaSVgdHAXoCB79SO/wl8zPafF3DOzwEX2n6pB/a3EXAd1S9EVgC+Z/sCSasA1wCbAvOA39geIemTwPq2R5XrBwH3Aw8AKwLtwLG2X+mBvb2T6nntADwPPAV8zvYfF3HedwM/BNYEVgLG2z5+UebsTZJOA/5k+ypJ6wM/sr1/6ZNtSxppe6QkAWOAT9n+a4d5pgD/a/vjtbZLgT2AF4CVgTuBL9t+rPTPAh61PazDPMvbHixpOHCq7QMlHQVcAgyxPa2MnQEcaHtW7fqRtkfWzg8EdrT9X909i+mPz2bQiBu7f2gREcuQWaMO6OstRERERETEW1QyqJcNxwDX2p4HHAqsB2xrexvgIKrA64L6HLBKD+3vSWBn20OA9wEjJK1X+r5le0vgvcCukvanCn7u22GOh8r12wDrAx9b1E2VQOt1wDjbm9reHvgS8I5FnRs4FzjH9hDbWwHf64E5e9NoYD+AEjgeWH7xAbCvpDOAVST9K9XPxtjG+AZJWwH9gGGSVu0w/xdsbwe8G7gX+L2kFWv9AyRtUJunK48BX2nWIekgSZOBEyVNlLRN6boR+GD5pUhERERERERERCwhEqBeNhwOXF+O1wWetP0aVMFG289JOkbSdxoXSDpO0jmSVpV0o6SpkmZIOlTSZ6mC3LdKurWM31fSHZImS7pG0mqlfZakMyVNkdQuaaikMZIeknRC2cPLtueWpVei/NzZfsn2rY0xwGSqzOlngP6SBnS80RKEvxt4V1l/e0m3SZpU1l23tI8r99cu6X5JO0i6VtKDkk4v0+0JvGL7gtr8U22PV+Xs8kymSzq0zDu8rHe9pIcljZJ0uKS7y7hNa5/DY7V5p5fr75T0ntrnME5Sm6TVJP24zDFN0kc73rukTSWNLvc6XtKWkpaXdE/JMqZ8FmeU40+WfU2R9ENJ/Zr87DRMAt5bgvYA46iynrE9huqXBicDa9k+B7iJDgFq4DDgcqrg9YeaLeLKOcBfgf1rXVdT/XKlMc+VXez1BuA9JUu9ox8AHwXOp/rlzNONdcs9HdjFvBERERERERERsZglQL2UK1mom9TKG1xNlSk6RdK3Jb23Q/sK5fxoqlIJ+wFP2N7O9mBgtO1zgSeAPW3vKWkgcBqwj+2hVCU2Pl/bxiMlu3k8cClwMLAT8PXaPjeQNA14FDjL9hMd7mNN4IPALaXpFmCfJvfbnyoLe3S5l+8BB5fs50uAM2rDX7bdBlxAFcD/DDAYOErSWuV4UvMny0eAIcB2ZR9nN4Lfpe0EYCvgCGAL2zsCFwEnlTHnUGUJ3yTplHJ/AD+nZH+X+da13Q58FZhtexvb2wK/b7KnC4GTyr2eCvzA9qvAUcD5kvah+jy/XrKQDwV2LZ/NPKpfZDRVArjTyj1DlVHdKPHxfuADVFnhf5N0su2ZwJYdgt6HAldRBZcP62ytYjKwZe38l1TPHKqfg990ce1rwH8DX27S9wqwTrmnp2w/VetrB4Y1uSYiIiIiIiIiIvpIAtRLv4HUSniU8gzvpipV8Rpwi6S9bf+dKuh5oKQtgRVKVu904P2SzpI0zPbsJmvsBGwNTFBVG/hIYKNa/6/L9+nAXbZfLFnQcxuBWduPlsDrZsCRkl4voyFpeaqg5rm2Hy7NHTN0Ny1rP0WVIT6t3Odg4Hel7zSq8h/N9jXT9pMlk/thYIOmT3O+3YArbc8rQc7bqOpUA9xTm+shqozhxjqDyv3+mCqAfQ0wHLhT0kpUvyg4uIz/GPCLcrwP8P3G4rafq2+mZKzvAlxT7vWHVFnalGDx5VSZxceUbPS9ge2Be8r4vYFNurnn+jMfX54BwM22vwL8w/ZFVIFqqDLZdyz7awOetf0I1S8X3ivp7V2spQ7nfwOek/Rxqnrj3dU+/xmwk6SNO7QfBpwJfEbSheWXKw1PU/1lwJs3Ix1fsu3b573U7J9ARERERERERET0hgSol35zgP71Bttzbd9k+wvA/wM+XLouosq2PRr4cRn7R2AoVXD1dEnNXiIn4HelnvIQ21vbPrbW3yjf8VrtuHH+hhdxlszpGbwxk/VC4EHb36m13UWVKd3QqEG9KbC9pH8p+5pZ29c2tuu1q7vb10yqIO6C6jhXfZ3X79f2E7Yvsf0h4FVgsO3HqbKQt6XKOP55i2suBzxfu9dGbeuGbah+UbFOORdwWW3su+svDezEWErt7xLkfkzSxiW7msb1jXNqWdZUgeEtVb3w8CFgdapSG515L1Uguu7nVEH6rsp7UPbwKvBt4D87tE+wvRdVNv2zwFm17v5U/16azXeh7Tbbbf1WWaO75SMiIiIiIiIioockQL2UK5m2/UrpC0oN6PXK8XLAtsBfyti7qDKHP0EJApaxL9n+KXA2VbAa4EWgUQP6TqoXGG5WrllV0hat7lHS+iov3JP0NqrM3AfK+enAGlQv3qvf1zzgAUlbd2h/FhhBlSH+ALC2pJ3LXCvU6zu34PfASpKOr+11W0nDqDKID5XUT9LawO5UGcOt3vN+jXIqkt4JrAU8Xrp/DnwRWKNkggP8jqoESeP6t9Xns/0C8GdJh5R+SdquHH8EeHvZ4/dK1votwMGS1ilj3i5po3L8E0k7dtxzebYrSGpEaOsB6GZuBvYuP2cfA7axPcj2IKoa1G8q81H2/Vmq7O/RHbqvoyrdMaaLNesupco8X7s2/+ByOIeqZEm9jvkWVL8ciYiIiIiIiIiIJUQC1MuGscwvx7AO8BtJM6gCdK8C59XGXg1MqJWQ2Aa4u5SB+BrQeIHghVR1nm8t5TqOAq4sdaTv4I31g7uzFXCXpKlUpTK+ZXu6pPWBr1CVD5lc6mb/a+26zgKkvwJWocqwPhg4q8w9haoMRktKJvBBwD6qXuo4k6o8xF+pgqXTgKlUgewv2v5r67fMvsCMsq8xwBdq1/8C+DjVZ9FwOvA2VS9lnEr1AkckXVTKZ0BVQ/rY0j8T+FApYTEK+NeSDX8e8F3b91GVPBlbPrPfUUqCUP3S4g01wGvqtb9H8+YXIb6uBM3nUmXDP96hrvjtwNa1ut1nl33/kapUyp4lS7s+34u2z+rY3sX6L1OVG1mn1vxNSROA46jqpH+j1rcncGMrc0dERERERERExOKh+X+tH0srSUOBU2wf0cLYG4BzbN/S3di+VoKbl3Uo2xGLQNLqwMW2D+mkfyfgWNvHlfN2qhctzu1k/AjgUdtX9NaeF4akkfWSJqXm+c9s793dtSutu7nXPfI7vbi7iIglz6xRB/T1FiIiIiIiYhkmaZLttqZ9CVAvGyQdQxXMnddJ/5pUJSqmdhacjFhWSBpue1ztfAfgFdtTuru2ra3N7e3tvbi7iIiIiIiIiIi3lq4C1Ms3a4ylj+1Luul/nqoGb8Qyrx6cLuf39NFWIiIiIiIiIiKiC6lBHRERERERERERERF9IgHqiIiIiIiIiIiIiOgTCVBHRERERERERERERJ9IgDoiIiIiIiIiIiIi+kQC1BERERERERERERHRJxKgjoiIiIiIiIiIiIg+kQB1RERERERERERERPSJ5ft6AxERS5Lpj89m0Igb+3obERGxiGaNOqCvtxARERERES1IBnXEUkTSypJuk9Svr/fSGUmTJa1Qjk+T9PFan8r3keX7BpJu6nD9LEkDy/E8SVMkzZB0jaRVSvs7JV0l6SFJkyT9VtIWtTmGSxreYd5vSdqrV246IiIiIiIiIiIWSgLUEUuXY4Brbc9rZXAfBbInAruW49HAfrW+MyR9CFhL0rnAWsBASSt3Mtcc20NsDwZeBk4oQe7rgHG2N7W9PfAl4B0Akr4BXAxcImmMpMZfinwPGNFztxkREREREREREYsqAeqIpcvhwPUAktaVdHstw3hYaf+7pG9Lmgp8SdI1jYtLZvENkvpJurRcN13SKZK2lHR3bewgSdPL8Q6SJkqaKuluSQO62ONNzA9KTwLe28ictv3l0vdJ4Pu2pwDjgD1auPfxwGbAnsArti9odNieanu8pK2Bg4HPUAXzPw+8Vsb8hSow/s4W1oqIiIiIiIiIiMUgAeqIpYSkFYFNbM8qTZ8AxtgeAmwHTCntqwJ32d4OGAW8T9Kqpe9Q4CpgCPAu24NtbwP82Pb/AitK2rg29udl3Z8DJ5c59wHmdLHVW6mCyNg2MK2sh6TTqbKqfwp8RtJ25Xz/bu59+TJmOjCYKvDdzCvAisCaZf2Ztl+r9U9mfnZ3ff7jJbVLap/30uyuthIRERERERERET0oAeqIpcdA4Pna+T3A0aWe8za2Xyzt84BfAth+lSoA/MES5D2AKgP7YWATSd+TtB/wQrn2aqrANOX7z4F3A0/avqfM+UKZtynbLwHPS1qvNNUzqr9q+3rgb7Y/SxW8Hg/s1sl0K0uaArQDj1CV7uiU7QeBM4H/Ai6U9FVJ9f/nngbWa3LdhbbbbLf1W2WNrpaIiIiIiIiIiIgelAB1xNJjDtC/cWL7dmB34HHgUkmfKl3/7FCj+irgY8BeQLvtF20/R5V1PQ44AbiojP058LHywkGXgO/CGMP8oPRYYN+yZ5fvIxvntl8GHqtlbr/hnksN6iG2TypjZwLbd7aw7YuBfwO+DAyjKovS0J+us78jIiIiIiIiImIxSoA6YilRgsr9JPUHkLQR8JTtH1EFmId2cultpe84qmA1kgYCy9n+JXBa41rbD1FlYH+VKlgN8ACwrqQdyrUDJC0v6V2Sbulkzdezpm0/C6wgqavU5G7LfNT8HlhJ0vGNBknbShomaZ1ybwDPUmWK1+tlbwHMaHGdiIiIiIiIiIjoZQlQRyxdxjK/HMZwYKqke6nKcXy32QUlm/oGqgDwDaX5XcC4Uj7jp8CXapf8nOolhleX618u83+vvHjxd1SZyOsCTUt92L4f2EJSv9J0C1Xt6s6MZn7GdZdKFvZBwD6SHpI0k6qsx1+pgtFXA98DfgSsD/wEQNIKVC9ZbG9lnYiIiIiIiIiI6H0qf3EfEUsBSUOBU2wfsQTs5d+BR2z/upP+C4DLbU+QtBNwrO3jupivHdjV9twe2NtwANvjam0HAUNtf7Wra9va2tzenhh2RERERERERERPkTTJdluzvuUX92YiYuHZnizpVkn9OtSZ7ou9nNdN/wm14zuBO7sZ3/Q/qYU0q0nb8sC3e3CNiIiIiIiIiIhYRAlQRyxlbF/S13tY0tme1aTtmj7YSkREREREREREdCE1qCMiIiIiIiIiIiKiTyRAHRERERERERERERF9IgHqiIiIiIiIiIiIiOgTCVBHRERERERERERERJ9IgDoiIiIiIiIiIiIi+kQC1BERERERERERERHRJ5bv6w1ERCxJpj8+m0EjbuzrbURExCKaNeqAvt5CRERERES0IBnUEcsgSStLuk3SSpLaWxj/SUkjyvEbrpGk8n1k41zSRZJ2ajLPryTd2aFtpKTHJU2R9KCkayVtXesfJ+mRxjq1ef5ejgdJmlGOh0uypA/Wxt4gaXjHNTucbyPp0u6eQ0RERERERERELF4JUEcsm44BrrU9F3hS0qBuxo8B9gVocs0QSecCb5f0YeAMYDSwX30CSWsC2wNrSNqkw/zn2B5ie3Pg58DvJa1d638e2LU2z7pd7PUx4CvNOiTtJuku4ARJ90jau9zTdGB9SRt2MW9ERERERERERCxmCVBHLJsOB64vx28KJndk+xmgv6QBHa+xfS/wA+AI4AO2vwz8DtinwzQfAX4DXAV8vIu1fg6MBT5Ra65f8xHg2i62OxWYLen9Tfr+B/gicEHZ34O1vt90ta+IiIiIiIiIiFj8EqCOWMZIWhHYxPas0tRtgLq4hflB59evkTQEOBG4HBgj6XTbs4FXJa1Vu/4w4MrydVg3a00Gtuyw9u6S+lEFkX/ezfVnAKc1aX8ZWBvA9mzbj9T62oFhzSaTdLykdknt816a3c3SERERERERERHRUxKgjlj2DKQqmQGA7YeADUrguis3MT9run7NVNsnA/9n+1fAV8v4sZSyIJLeAWwO/MH2H4FXJA3uYi11OJ8H/IEqOL1yLbjelO3by7q7deg6HjgS+KykKzuUNnkaWK+T+S603Wa7rd8qa3S1dERERERERERE9KAEqCOWPXOA/h3aJgAdg7kd3QW8r+M1tg1ge2T57tI/Gti/HH8MeBvwZ0mzgEF0nUX9XuD+Dm1XAecCV3ezz4Y3ZVHbvs/2B4HzgfHAxbXu/lTPJiIiIiIiIiIilhAJUEcsY2w/B/STVA9Sv54dLelMSQc1uW4e8ICkrTte04l7ge0kiSoYvZ/tQbYHUb0ssWm9Z0kfpcq8vrJD13jgzCbtTdkeSxUU37Y2dyNr+xWqMiIDapdsAcxoZe6IiIiIiIiIiFg8EqCOWDaN5Y0Z0+OA4eV4G+CvnVxXz4quX/MmJZN6CjAU2Ai4s9b3Z6oXGTYysk+RNEXSg8Angb3KixnfMJ/tb9l+tutbe4MzgA1q5/8maSJwLNWLEr9Y69sTuHEB5o6IiIiIiIiIiF6m+X+tHxHLCklDgVNsH1Fruwk4DrjY9gc6uW5d4DLb+9avsf1YJ+M/Dmxq+4yevodFIWlkoyRJOV8JuI2qZMmrXV3b1tbm9vb2Xt5hRERERERERMRbh6RJttua9S2/uDcTEb3P9mRJt0rqV0p3YLuRGd00OF3GPEl58WGHazobf1VP7LcXjOtwviEworvgdERERERERERELF4JUEcso2xf0td76Cu2x3U4fxB4sG92ExERERERERERnUkN6oiIiIiIiIiIiIjoEwlQR0RERERERERERESfSIA6IiIiIiIiIiIiIvpEAtQRERERERERERER0ScSoI6IiIiIiIiIiIiIPpEAdURERERERERERET0ieX7egMREUuS6Y/PZtCIG/t6GxEREW8ya9QBfb2FiIiIiIgelwzqiGWApJUl3SapXx/v4yJJO5Xj3SRdUOtT+T6ycS5psqQVamMulXRwOR4n6QFJUyVNkPTu0r6CpFGSHizX3yFp/w77GNnh/EBJ3+idu46IiIiIiIiIiIWVAHXEsuEY4Frb83p7IUld/eXFaGC/cnwn8L5a3+GSvgD0l/RF4HBgIrBrF/Mdbns74DLg7NL2TWBdYLDtocCHgQFlbwdJmgycKGmipG3KNTcCH5S0Sou3GRERERERERERi0EC1BHLhsOB6wEkrSvpdklTJM2QNKy0ny+pXdJMSV9vXChplqQzy/h2SUMljZH0kKQTypjhksZL+jVwXxf7+B2wD4DtV4E/SdqynP8UeAz4AvBIOb+J+QHtrtwObFYCzMcBJ9meW+Z9yvbVZdwPgI8C5wMHAU+XMQbGAQe2sFZERERERERERCwmCVBHLOUkrQhsYntWafoEMMb2EGA7YEpp/4rtNmBbYA9J29ameaSMHw9cChwM7AR8vTZmKHCy7S0624vt2cCrktYqTaOB/cs+PwGsT5UJvWE5vxXYs4Xb/CAwHdis7PWFTsa9AqxT9vKU7adqfe3AsBbWioiIiIiIiIiIxSQB6oil30Dg+dr5PcDRpQ7zNrZfLO0fK+Uv7gXeA2xdu+bX5ft04C7bL9p+Bpgrac3Sd7ftP7ewn7HAvuV4NPCBcnyl7bOBf9r+73L+EvC8pPU6mesKSVOoyoCc2sLahwFnAp+RdKGkgbW+p4Gm60g6vmSPt897aXYLy0RERERERERERE9IgDpi6TcH6N84sX07sDvwOHCppE9J2pgqwLu37W2pajL3r80xt3x/rXbcOG/UnP5Hi/t5PWva9uPA2yStUspsYHtk+e4yfgydl/k43PYQ2x+2/SjwJ6rs69WbDbY9wfZewCXAs8BZte7+VM+q2XUX2m6z3dZvlTVavM2IiIiIiIiIiFhUCVBHLOVsPwf0k9QfQNJGwFO2fwRcRFWaY3WqAPNsSe+gBJAXhaRbJL2rSde9wHaSVM7HAcO7mKrVOtSUjOuLge+W0iZIWlvSIeV4cBk6B5hGeXlisQUwo5V1IiIiIiIiIiJi8UiAOmLZMBbYrRwPB6ZKuhc4FPiu7alUgeP/BX4GTFiUxSQtR1UP+v869pXM6ClUgXGoZVQ3Y/t+YAtJ/Vpc/jTgGeA+STOAG4BGTepvSppA9SLFzwPfqF23J1XmeERERERERERELCE0/6/sI2JpJWkocIrtIxbTeoOBY2x/vpP+jwOb2j5D0gpUda2HNhtbxl8AXG57kQLntflGNkqJlPN3AD+zvXd317a1tbm9vb0nthEREREREREREYCkSbbbmvUt36wxIpYutidLulVSP9vzFsN6M6gylDvrv6p2/Arzs6k7G39Cz+0OqMqK1G0I/EcPrxEREREREREREYsoAeqIZYTtS/p6D0sK2+M6nN/TR1uJiIiIiIiIiIgupAZ1RERERERERERERPSJBKgjIiIiIiIiIiIiok8kQB0RERERERERERERfSIB6oiIiIiIiIiIiIjoEwlQR0RERERERERERESfSIA6IiIiIiIiIiIiIvrE8n29gYiIJcn0x2czaMSNfb2NiIiIt4RZow7o6y1ERERERB9LBnXEEkzSypJuk9RP0nWSPlzre0DSabXzX0r6iKQTJH1qAdcZJ6mtB7fe1VrrS7qpdj5W0jtr55I0vHxJ0icljegwxxaSfivpQUmTJV0t6R21/qMkDepwzVWSNu/FW4uIiIiIiIiIiAWUAHXEku0Y4Frb84AJwC4AktYC/gHsXBu7MzDR9gW2f7LYd9oi248BAyWtXJrGAvtBFZAHLgXeAwwux7cB+zaul9QfuBE43/bmtocCPwDWLoH8HwLfBEZL+mlt6fOBL/birUVERERERERExAJKgDpiyXY4cH05nkgJUJfvv6EKykrSxsAc23+VNFLSqfB6ZvRZku6W9EdJw0r7yiWj+H5J1wGNYDGSDpM0XdIMSWeVtkMk/U85PlnSw+V4E0kTyvEoSfdJmibpW93c1zhgj3J8EyVAbXsOcCJVYP5o4ETbjwL9JQ0o4z8B3GH7N43JbI+zPQP4ALApMLLMeVZtzfHAPpJS2igiIiIiIiIiYgmRAHXEEkrSisAmtmeVpknA4NK+C3AH8ACwVTmf2MlUy9veEfgc8LXSdiLwku2tStv2Zc31qIK6ewFDgB1KWZHxwLBy7TDgb5LeVY5vLxndBwHvsb0tcHo3tzca2B/A9kxgy5L9vDLwfeDH5ev7pe0WYJ9y7eDyLJp5mSrYvlqZe3qjw/ZrwJ+A7brZW0RERERERERELCYJUEcsuQYCzzdObM8FZgJDgZ2Au6iC1LuUrwmdzHNt+T4JGFSOdwd+WuadBkwr7TsA42w/Y/tV4Apgd9t/BVYrWcwbAD8rcwyjCl7PBv4JXCzpI8BL3dzbeGC32vndwI4lg/oYYEb5Oqa0vZ5l3RXbN1Nllp8CXC/pxA5DngbW63idpOMltUtqn/fS7O6WiYiIiIiIiIiIHpIAdcSSaw7Qv0PbBKrA8ADbzwF3Mj9A3VkG9dzyfR6wKOUtJlKV3XiA+RnVOwMTSjB7R+AXwIFUGdKdsv0y8FgpTQJvzKh2KdkxzrZL/13A+8rxTErGdydzj6Iq8XES8OlGWZOiP9Vz7XjNhbbbbLf1W2WNrrYeERERERERERE9KAHqiCVUCUD3Ky8FbJgIfBqYWs6nUWVTb0iVcdyq26lqOSNpMLBtab8b2EPSQEn9gMOoXlIIVVD61HLtvcCewFzbsyWtBqxh+7dU2cvblbkPknRmJ3t4PSgN3Azs3dlmy0siH5C0NVX29i6SDmj0S9pd0mBJG5W9ADwKPAEMqE21BQv2nCIiIiIiIiIiohclQB2xZBvLG0thTAQ2oSrtQclcfhpoLzWWW3U+VcmO+4FvUGo6234SGAHcShUEn2S78ZLG8VTlPW4vAeNHgT+UvgHADZKmlbbPl/ZNgRc62cNo5r8c8QVgrqSBXex5NLB/KflxIHCSpAcl3Qf8G/AMsC5VOZAvle9PA2MAJL2D8iLJ7h9PREREREREREQsDpr/F/QRsaSRNBQ4xfYRfb2XhSHpp1T7f6aT/nZgV9tzJY0AHrV9RSdj1wUus71vC+seRVVLe1at7RTgBdsXd3VtW1ub29vbu1siIiIiIiIiIiJaJGmS7bZmfYtSjzYiepntyZJuldSvZC0vVWx/spv+ttrxqG7GPgl0G5wuplB7wWTxPHB5i9dHRERERERERMRikAB1xBLO9iV9vYelje0pTdp+3AdbiYiIiIiIiIiILqQGdURERERERERERET0iQSoIyIiIiIiIiIiIqJPJEAdEREREREREREREX0iAeqIiIiIiIiIiIiI6BMJUEdEREREREREREREn0iAOiIiIiIiIiIiIiL6xPJ9vYGIiCXJ9MdnM2jEjX29jYiIiIiIiIh4i5o16oC+3sJilQzqiFgkklaWdJuklSS1tzD+k5JGlOM3XCNJ5fvIxrmkiyTt1GGO/SW1S7pP0r2Svt2hf2SH8xUl3S4pv5SLiIiIiIiIiFiCJEAdEYvqGOBa23OBJyUN6mb8GGBfgCbXDJF0LvB2SR8GzgBGA/s1LpY0GDgP+KTtrYE24E+lbz1JNwEnSJoq6ZSyzsvALcChi367ERERERERERHRUxKgjohFdThwfTl+QzC5GdvPAP0lDeh4je17gR8ARwAfsP1l4HfAPrUpvgicYft/yzXzbJ9f+j4H3AlcQBW4Hl277ldlrxERERERERERsYRIgDoiFpqkFYFNbM8qTd0GqItbmB90fv0aSUOAE4HLgTGSTrc9G3hV0lpl/GBgUifzvgy8DVjB9iu276/1zQB2aOW+IiIiIiIiIiJi8UiAOiIWxUDg+caJ7YeADUrguis3MT9run7NVNsnA/9n+1fAV8v4sZSyIN04G1gZ+LSkWyQNr+1tHvByLXP7dZKOLzWt2+e9NLuFZSIiIiIiIiIioickQB0Ri2IO0L9D2wRgt26uuwt4X8drbBvA9sjy3aV/NLB/OZ4JbN9sUtuzbX+aqkb1acDVkur7Wwn4Z5PrLrTdZrut3yprdLP1iIiIiIiIiIjoKQlQR8RCs/0c0K9DEPj17GhJZ0o6qMl184AHJG3d8ZpO3AtsJ0lUWdJflrRFWWM5SSeU460kNf5fmw68BqxQ+tYCnrX9ysLdbURERERERERE9LQEqCNiUY3ljRnT44Dh5Xgb4K+dXFfPiq5f8yYlk3oKMNT2NKqXIV4p6X6q2tKblKG7AhOBo6mytM+w/WLp2xO4sZUbioiIiIiIiIiIxWP5vt5ARCz1vg+cAtwMYHuOpL9JWp/qZYV3dHLdaOAy4Nv1a2w/1sn4Rpb1JNs3ADd0HGD7IuAiSSMbZUJqPgGM6O5mtnnXGrSPOqC7YRERERERERER0QMSoI6I/7+9e4uVq6rjOP79hSIPaASsqQiIxhgfNIrYUI2XNEEKNISKMVpitHiJVsXIg/GaKKkveMFEfdCoNAGDUBWLfQCliRCfSihNlWuhmhLb1DZY09JgQqp/H2aXDNvZh4PQ2aezv5+kOTN7rX3yn5x/121m1npeqmpbkjuTnNBs3UFVHf1k9IVz3LeXsYMPx+7pqn/zcwjrrvEnzQGMt1bVI8/hd0iSJEmSJOkYc4Fa0vNWVev7jmFcVd3Vev4UcEM/0UiSJEmSJKmLe1BLkiRJkiRJknrhArUkSZIkSZIkqRepqr5jkKQFI8kTwI6+49CCshh4vO8gtKCYExpnPqjNnFCbOaE2c0Jt5oTaZjEnzq6ql08qcA9qSXqmHVW1tO8gtHAk2WpOaJw5oXHmg9rMCbWZE2ozJ9RmTqhtaDnhFh+SJEmSJEmSpF64QC1JkiRJkiRJ6oUL1JL0TD/pOwAtOOaE2swJjTMf1GZOqM2cUJs5oTZzQm2DygkPSZQkSZIkSZIk9cJPUEuSJEmSJEmSeuECtaRBSnJRkh1Jdib58oTyk5JsaMrvTvLqHsLUFCQ5K8mdSR5M8kCSz0+oszzJwSTbm39f7yNWTU+SXUnua/7eWyeUJ8kPmjbiz0nO7SNOTUeS14/9/9+e5FCSq1p1bCdmXJL1SfYnuX/s2mlJNid5tPl5ase9a5o6jyZZM72odSx15MR3kjzc9A0bk5zSce+c/YyOTx05cXWSPWP9w8qOe+ecn+j41JETG8byYVeS7R332k7MmK65p+MJt/iQNEBJTgAeAS4AdgP3AJdX1YNjdT4DvKmq1iZZDVxWVR/sJWAdU0lOB06vqm1JXgLcC7y3lQ/LgS9U1SX9RKlpS7ILWFpVj3eUrwQ+B6wElgHfr6pl04tQfWn6kD3Asqp6bOz6cmwnZlqSdwOHgRuq6o3NtW8DB6rqmmZB6dSq+lLrvtOArcBSoBj1M2+tqn9O9QXoBdeREyuAP1TVkSTfAmjnRFNvF3P0Mzo+deTE1cDhqvruHPc96/xEx6dJOdEqvxY4WFXrJpTtwnZipnTNPYErGPh4wk9QSxqi84CdVfXXqnoKuBlY1aqzCri+efxr4PwkmWKMmpKq2ltV25rHTwAPAWf0G5WOA6sYTTSqqrYApzQDTs2+84G/jC9Oaxiq6o/Agdbl8fHC9YwmmW0XApur6kAzidwMXHSs4tT0TMqJqrqjqo40T7cAZ049MPWmo52Yj/nMT3QcmisnmvnlB4CbphqUejPH3HPw4wkXqCUN0RnA38ae7+Z/FySfrtNMMg4CL5tKdOpNRlu5vAW4e0Lx25P8KcntSd4w3cjUgwLuSHJvkk9OKJ9PO6LZtJruiaTtxPAsqaq9zeO/A0sm1LG9GK6PAbd3lD1bP6PZcmWz7cv6jq/u204M07uAfVX1aEe57cQMa809Bz+ecIFakiQgyYuBW4CrqupQq3gbcHZVvRn4IXDrlMPT9L2zqs4FLgY+23w9UwOX5EXApcCvJhTbTgxcjfZOdP9EAZDka8AR4MaOKvYzw/Ej4LXAOcBe4Npeo9FCcjlzf3radmJGzTX3HOp4wgVqSUO0Bzhr7PmZzbWJdZIsAl4K/GMq0WnqkpzIaIBwY1X9pl1eVYeq6nDz+DbgxCSLpxympqiq9jQ/9wMbGX31dtx82hHNnouBbVW1r11gOzFY+45u79P83D+hju3FwCS5ArgE+FB1HPo0j35GM6Kq9lXVv6vqP8BPmfy3tp0YmGaO+T5gQ1cd24nZ1DH3HPx4wgVqSUN0D/C6JK9pPg23GtjUqrMJOHoq7vsZHXYzuHcxh6DZ++064KGq+l5HnVcc3YM8yXmM+k/fsJhRSU5uDi0hycnACuD+VrVNwEcy8jZGh9vsRbOu85NOthODNT5eWAP8dkKd3wMrkpzafLV/RXNNMyjJRcAXgUur6smOOvPpZzQjWmdUXMbkv/V85ieaLe8BHq6q3ZMKbSdm0xxzz8GPJxb1HYAkTVtzqvqVjBrzE4D1VfVAknXA1qraxKjT+HmSnYwOtVjdX8Q6xt4BfBi4L8n25tpXgVcBVNWPGb1J8ekkR4B/Aat9w2KmLQE2NmuNi4BfVNXvkqyFp3PiNmAlsBN4EvhoT7FqSprJ4QXAp8aujeeE7cSMS3ITsBxYnGQ38A3gGuCXST4OPMbosCuSLAXWVtUnqupAkm8yWoACWFdV/88halpgOnLiK8BJwOamH9lSVWuTvBL4WVWtpKOf6eEl6AXWkRPLk5zD6Cv7u2j6kfGc6JqfTP8V6IU2KSeq6jomnGlhOzEIXXPPwY8n4rhZkiRJkiRJktQHt/iQJEmSJEmSJPXCBWpJkiRJkiRJUi9coJYkSZIkSZIk9cIFakmSJEmSJElSL1ygliRJkiRJkiT1wgVqSZIkSZIkSVIvXKCWJEmSJEmSJPXCBWpJkiRJkiRJUi/+C5VGPsswuQPFAAAAAElFTkSuQmCC\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "LM_5145 = appended_data.loc[appended_data['EventID'] == '5145']\n",
    "LM_5145['ShareName'].groupby([LM_5145['RelativeTargetName']]).value_counts(sort=True).nlargest(30).plot.barh(figsize=(20,10))"
   ]
  },
  {
   "source": [
    "## Saving parsed events in CSV file\n",
    "Here we are saving parsed records without the raw field as a csv file so that we can access the data later without parsing events again."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "appended_data_without_raw=appended_data.drop('raw', inplace=False, axis=1)\n",
    "appended_data_without_raw.to_csv(\"evtx_data.csv\")"
   ]
  },
  {
   "source": [
    "## Reading saved data from CSV file"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stderr",
     "text": [
      "C:\\Users\\hamza\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3441: DtypeWarning: Columns (1,9,10,14,16,34,37,39,40,41,42,43,45,47,49,51,52,53,54,55,56,57,59,60,61,62,64,65,66,67,71,72,73,75,80,93,94,95,96,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,152,153,162,168,169,170,171,172,173,174,175,176,177,178,180,182,183,184,185,186,187,188,189,190,194,196,197,198,201,202,203,204,207,208,209,212,213,215,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,235,236,238,240,246,248,250,251,252,253,254,258,260,261,262,263,264,274,275,276,277,278,279,280,281,282,283,284,285,286,288,289,290,291,292,294,295,296,298,301,302,303,304,305,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,324,325) have mixed types.Specify dtype option on import or set low_memory=False.\n  exec(code_obj, self.user_global_ns, self.user_ns)\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv(\"evtx_data.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "  NaN        NaN                   NaN        NaN             NaN   \n",
       "1            NaN        NaN                   NaN        NaN             NaN   \n",
       "2            NaN        NaN                   NaN        NaN             NaN   \n",
       "3            NaN        NaN                   NaN        NaN             NaN   \n",
       "4            NaN        NaN                   NaN        NaN             NaN   \n",
       "\n",
       "  SubcategoryId TargetSid TaskContentNew TaskName UserAccountControl  \\\n",
       "0           NaN       NaN            NaN      NaN                NaN   \n",
       "1           NaN       NaN            NaN      NaN                NaN   \n",
       "2           NaN       NaN            NaN      NaN                NaN   \n",
       "3           NaN       NaN            NaN      NaN                NaN   \n",
       "4           NaN       NaN            NaN      NaN                NaN   \n",
       "\n",
       "  UserParameters UserPrincipalName UserWorkstations CallTrace Configuration  \\\n",
       "0            NaN               NaN              NaN       NaN           NaN   \n",
       "1            NaN               NaN              NaN       NaN           NaN   \n",
       "2            NaN               NaN              NaN       NaN           NaN   \n",
       "3            NaN               NaN              NaN       NaN           NaN   \n",
       "4            NaN               NaN              NaN       NaN           NaN   \n",
       "\n",
       "  ConfigurationFileHash CreationUtcTime EventType GrantedAccess  \\\n",
       "0                   NaN             NaN       NaN           NaN   \n",
       "1                   NaN             NaN       NaN           NaN   \n",
       "2                   NaN             NaN       NaN           NaN   \n",
       "3                   NaN             NaN       NaN           NaN   \n",
       "4                   NaN             NaN       NaN           NaN   \n",
       "\n",
       "   SchemaVersion SourceImage SourceProcessGUID  SourceProcessId  \\\n",
       "0            NaN         NaN               NaN              NaN   \n",
       "1            NaN         NaN               NaN              NaN   \n",
       "2            NaN         NaN               NaN              NaN   \n",
       "3            NaN         NaN               NaN              NaN   \n",
       "4            NaN         NaN               NaN              NaN   \n",
       "\n",
       "   SourceThreadId State TargetFilename TargetImage TargetObject  \\\n",
       "0             NaN   NaN            NaN         NaN          NaN   \n",
       "1             NaN   NaN            NaN         NaN          NaN   \n",
       "2             NaN   NaN            NaN         NaN          NaN   \n",
       "3             NaN   NaN            NaN         NaN          NaN   \n",
       "4             NaN   NaN            NaN         NaN          NaN   \n",
       "\n",
       "  TargetProcessGUID  TargetProcessId ElevatedToken FailureReason  \\\n",
       "0               NaN              NaN           NaN           NaN   \n",
       "1               NaN              NaN           NaN           NaN   \n",
       "2               NaN              NaN           NaN           NaN   \n",
       "3               NaN              NaN           NaN           NaN   \n",
       "4               NaN              NaN           NaN           NaN   \n",
       "\n",
       "  ImpersonationLevel RestrictedAdminMode SubStatus TargetLinkedLogonId  \\\n",
       "0                NaN                 NaN       NaN                 NaN   \n",
       "1                NaN                 NaN       NaN                 NaN   \n",
       "2                NaN                 NaN       NaN                 NaN   \n",
       "3                NaN                 NaN       NaN                 NaN   \n",
       "4                NaN                 NaN       NaN                 NaN   \n",
       "\n",
       "  TargetOutboundDomainName TargetOutboundUserName VirtualAccount AccessReason  \\\n",
       "0                      NaN                    NaN            NaN          NaN   \n",
       "1                      NaN                    NaN            NaN          NaN   \n",
       "2                      NaN                    NaN            NaN          NaN   \n",
       "3                      NaN                    NaN            NaN          NaN   \n",
       "4                      NaN                    NaN            NaN          NaN   \n",
       "\n",
       "  ResourceAttributes  RestrictedSidCount TransactionId  NewThreadId  \\\n",
       "0                NaN                 NaN           NaN          NaN   \n",
       "1                NaN                 NaN           NaN          NaN   \n",
       "2                NaN                 NaN           NaN          NaN   \n",
       "3                NaN                 NaN           NaN          NaN   \n",
       "4                NaN                 NaN           NaN          NaN   \n",
       "\n",
       "  SourceProcessGuid StartAddress StartFunction StartModule TargetProcessGuid  \\\n",
       "0               NaN          NaN           NaN         NaN               NaN   \n",
       "1               NaN          NaN           NaN         NaN               NaN   \n",
       "2               NaN          NaN           NaN         NaN               NaN   \n",
       "3               NaN          NaN           NaN         NaN               NaN   \n",
       "4               NaN          NaN           NaN         NaN               NaN   \n",
       "\n",
       "  RelativeTargetName ShareLocalPath ShareName Binary  CertIssuerName  \\\n",
       "0                NaN            NaN       NaN    NaN             NaN   \n",
       "1                NaN            NaN       NaN    NaN             NaN   \n",
       "2                NaN            NaN       NaN    NaN             NaN   \n",
       "3                NaN            NaN       NaN    NaN             NaN   \n",
       "4                NaN            NaN       NaN    NaN             NaN   \n",
       "\n",
       "   CertSerialNumber  CertThumbprint PreAuthType ServiceName ServiceSid  \\\n",
       "0               NaN             NaN         NaN         NaN        NaN   \n",
       "1               NaN             NaN         NaN         NaN        NaN   \n",
       "2               NaN             NaN         NaN         NaN        NaN   \n",
       "3               NaN             NaN         NaN         NaN        NaN   \n",
       "4               NaN             NaN         NaN         NaN        NaN   \n",
       "\n",
       "  TicketEncryptionType TicketOptions  EVENT_PROCESSTERMINATION_CROSSPROCESS  \\\n",
       "0                  NaN           NaN                                    NaN   \n",
       "1                  NaN           NaN                                    NaN   \n",
       "2                  NaN           NaN                                    NaN   \n",
       "3                  NaN           NaN                                    NaN   \n",
       "4                  NaN           NaN                                    NaN   \n",
       "\n",
       "  EventSourceName param1 param2 param3 param4  MessageNumber  MessageTotal  \\\n",
       "0             NaN    NaN    NaN    NaN    NaN            NaN           NaN   \n",
       "1             NaN    NaN    NaN    NaN    NaN            NaN           NaN   \n",
       "2             NaN    NaN    NaN    NaN    NaN            NaN           NaN   \n",
       "3             NaN    NaN    NaN    NaN    NaN            NaN           NaN   \n",
       "4             NaN    NaN    NaN    NaN    NaN            NaN           NaN   \n",
       "\n",
       "  Path ScriptBlockId ScriptBlockText  NewState OriginalFileName  \\\n",
       "0  NaN           NaN             NaN       NaN              NaN   \n",
       "1  NaN           NaN             NaN       NaN              NaN   \n",
       "2  NaN           NaN             NaN       NaN              NaN   \n",
       "3  NaN           NaN             NaN       NaN              NaN   \n",
       "4  NaN           NaN             NaN       NaN              NaN   \n",
       "\n",
       "  ResourceManager PackageName Details PipeName  \\\n",
       "0             NaN         NaN     NaN      NaN   \n",
       "1             NaN         NaN     NaN      NaN   \n",
       "2             NaN         NaN     NaN      NaN   \n",
       "3             NaN         NaN     NaN      NaN   \n",
       "4             NaN         NaN     NaN      NaN   \n",
       "\n",
       "   {http://manifests.microsoft.com/win/2004/08/windows/eventlog}BackupPath  \\\n",
       "0                                                                      NaN   \n",
       "1                                                                      NaN   \n",
       "2                                                                      NaN   \n",
       "3                                                                      NaN   \n",
       "4                                                                      NaN   \n",
       "\n",
       "  {http://manifests.microsoft.com/win/2004/08/windows/eventlog}Channel  \\\n",
       "0                                                                  NaN   \n",
       "1                                                                  NaN   \n",
       "2                                                                  NaN   \n",
       "3                                                                  NaN   \n",
       "4                                                                  NaN   \n",
       "\n",
       "  AdvancedOptions ConfigAccessPolicy DisableIntegrityChecks FlightSigning  \\\n",
       "0             NaN                NaN                    NaN           NaN   \n",
       "1             NaN                NaN                    NaN           NaN   \n",
       "2             NaN                NaN                    NaN           NaN   \n",
       "3             NaN                NaN                    NaN           NaN   \n",
       "4             NaN                NaN                    NaN           NaN   \n",
       "\n",
       "  HypervisorDebug HypervisorLaunchType HypervisorLoadOptions KernelDebug  \\\n",
       "0             NaN                  NaN                   NaN         NaN   \n",
       "1             NaN                  NaN                   NaN         NaN   \n",
       "2             NaN                  NaN                   NaN         NaN   \n",
       "3             NaN                  NaN                   NaN         NaN   \n",
       "4             NaN                  NaN                   NaN         NaN   \n",
       "\n",
       "  LoadOptions RemoteEventLogging TestSigning VsmLaunchType  \\\n",
       "0         NaN                NaN         NaN           NaN   \n",
       "1         NaN                NaN         NaN           NaN   \n",
       "2         NaN                NaN         NaN           NaN   \n",
       "3         NaN                NaN         NaN           NaN   \n",
       "4         NaN                NaN         NaN           NaN   \n",
       "\n",
       "  PreviousCreationUtcTime CallerProcessId CallerProcessName  \\\n",
       "0                     NaN             NaN               NaN   \n",
       "1                     NaN             NaN               NaN   \n",
       "2                     NaN             NaN               NaN   \n",
       "3                     NaN             NaN               NaN   \n",
       "4                     NaN             NaN               NaN   \n",
       "\n",
       "  {http://www.microsoft.com/Windows/Diagnosis/PCA/events}ExePath  \\\n",
       "0                                                            NaN   \n",
       "1                                                            NaN   \n",
       "2                                                            NaN   \n",
       "3                                                            NaN   \n",
       "4                                                            NaN   \n",
       "\n",
       "   {http://www.microsoft.com/Windows/Diagnosis/PCA/events}ResolverFiredEvent  \\\n",
       "0                                                                        NaN   \n",
       "1                                                                        NaN   \n",
       "2                                                                        NaN   \n",
       "3                                                                        NaN   \n",
       "4                                                                        NaN   \n",
       "\n",
       "  {http://www.microsoft.com/Windows/Diagnosis/PCA/events}ResolverName  \\\n",
       "0                                                                 NaN   \n",
       "1                                                                 NaN   \n",
       "2                                                                 NaN   \n",
       "3                                                                 NaN   \n",
       "4                                                                 NaN   \n",
       "\n",
       "  TaskContent  AdditionalInfoHr   Id  PeerContextInfo bandwidthLimit  \\\n",
       "0         NaN               NaN  NaN              NaN                  \n",
       "1         NaN               NaN  NaN              NaN                  \n",
       "2         NaN               NaN  NaN              NaN                  \n",
       "3         NaN               NaN  NaN              NaN                  \n",
       "4         NaN               NaN  NaN              NaN                  \n",
       "\n",
       "   bytesTotal  bytesTransferred  bytesTransferredFromPeer  fileCount  \\\n",
       "0         NaN               NaN                       NaN        NaN   \n",
       "1         NaN               NaN                       NaN        NaN   \n",
       "2         NaN               NaN                       NaN        NaN   \n",
       "3         NaN               NaN                       NaN        NaN   \n",
       "4         NaN               NaN                       NaN        NaN   \n",
       "\n",
       "   fileLength fileTime  hr ignoreBandwidthLimitsOnLan  isRoaming jobId  \\\n",
       "0         NaN      NaN NaN                        NaN        NaN   NaN   \n",
       "1         NaN      NaN NaN                        NaN        NaN   NaN   \n",
       "2         NaN      NaN NaN                        NaN        NaN   NaN   \n",
       "3         NaN      NaN NaN                        NaN        NaN   NaN   \n",
       "4         NaN      NaN NaN                        NaN        NaN   NaN   \n",
       "\n",
       "  jobName jobOwner jobTitle name  peer  peerProtocolFlags  processId  \\\n",
       "0     NaN      NaN      NaN  NaN   NaN                NaN        NaN   \n",
       "1     NaN      NaN      NaN  NaN   NaN                NaN        NaN   \n",
       "2     NaN      NaN      NaN  NaN   NaN                NaN        NaN   \n",
       "3     NaN      NaN      NaN  NaN   NaN                NaN        NaN   \n",
       "4     NaN      NaN      NaN  NaN   NaN                NaN        NaN   \n",
       "\n",
       "  processPath  proxy transferId  url ClientIP ConnType ConnectionName  \\\n",
       "0         NaN    NaN        NaN  NaN      NaN      NaN            NaN   \n",
       "1         NaN    NaN        NaN  NaN      NaN      NaN            NaN   \n",
       "2         NaN    NaN        NaN  NaN      NaN      NaN            NaN   \n",
       "3         NaN    NaN        NaN  NaN      NaN      NaN            NaN   \n",
       "4         NaN    NaN        NaN  NaN      NaN      NaN            NaN   \n",
       "\n",
       "   FirstGraphicsReceived  GfxChannelOpened  MonitorHeight  MonitorNum  \\\n",
       "0                    NaN               NaN            NaN         NaN   \n",
       "1                    NaN               NaN            NaN         NaN   \n",
       "2                    NaN               NaN            NaN         NaN   \n",
       "3                    NaN               NaN            NaN         NaN   \n",
       "4                    NaN               NaN            NaN         NaN   \n",
       "\n",
       "   MonitorWidth  MonitorX  MonitorY  PromptForCredentials  \\\n",
       "0           NaN       NaN       NaN                   NaN   \n",
       "1           NaN       NaN       NaN                   NaN   \n",
       "2           NaN       NaN       NaN                   NaN   \n",
       "3           NaN       NaN       NaN                   NaN   \n",
       "4           NaN       NaN       NaN                   NaN   \n",
       "\n",
       "   PromptForCredentialsDone ServerName TimezoneBiasHour param10 param11  \\\n",
       "0                       NaN        NaN              NaN     NaN     NaN   \n",
       "1                       NaN        NaN              NaN     NaN     NaN   \n",
       "2                       NaN        NaN              NaN     NaN     NaN   \n",
       "3                       NaN        NaN              NaN     NaN     NaN   \n",
       "4                       NaN        NaN              NaN     NaN     NaN   \n",
       "\n",
       "  param5 param6 param7 param8 param9 AccountName ImagePath ServiceType  \\\n",
       "0    NaN    NaN    NaN    NaN    NaN         NaN       NaN         NaN   \n",
       "1    NaN    NaN    NaN    NaN    NaN         NaN       NaN         NaN   \n",
       "2    NaN    NaN    NaN    NaN    NaN         NaN       NaN         NaN   \n",
       "3    NaN    NaN    NaN    NaN    NaN         NaN       NaN         NaN   \n",
       "4    NaN    NaN    NaN    NaN    NaN         NaN       NaN         NaN   \n",
       "\n",
       "  StartType  ErrorCode EventPayload authenticationMechanism username  \\\n",
       "0       NaN        NaN          NaN                     NaN      NaN   \n",
       "1       NaN        NaN          NaN                     NaN      NaN   \n",
       "2       NaN        NaN          NaN                     NaN      NaN   \n",
       "3       NaN        NaN          NaN                     NaN      NaN   \n",
       "4       NaN        NaN          NaN                     NaN      NaN   \n",
       "\n",
       "  MemberName MemberSid  \\\n",
       "0        NaN       NaN   \n",
       "1        NaN       NaN   \n",
       "2        NaN       NaN   \n",
       "3        NaN       NaN   \n",
       "4        NaN       NaN   \n",
       "\n",
       "   {http://www.microsoft.com/Windows/Diagnosis/PCA/events}CompatibilityFixEvent  \\\n",
       "0                                                                           NaN   \n",
       "1                                                                           NaN   \n",
       "2                                                                           NaN   \n",
       "3                                                                           NaN   \n",
       "4                                                                           NaN   \n",
       "\n",
       "  {http://www.microsoft.com/Windows/Diagnosis/PCA/events}FixID  \\\n",
       "0                                                          NaN   \n",
       "1                                                          NaN   \n",
       "2                                                          NaN   \n",
       "3                                                          NaN   \n",
       "4                                                          NaN   \n",
       "\n",
       "  {http://www.microsoft.com/Windows/Diagnosis/PCA/events}FixName  \\\n",
       "0                                                            NaN   \n",
       "1                                                            NaN   \n",
       "2                                                            NaN   \n",
       "3                                                            NaN   \n",
       "4                                                            NaN   \n",
       "\n",
       "  {http://www.microsoft.com/Windows/Diagnosis/PCA/events}Flags  \\\n",
       "0                                                          NaN   \n",
       "1                                                          NaN   \n",
       "2                                                          NaN   \n",
       "3                                                          NaN   \n",
       "4                                                          NaN   \n",
       "\n",
       "   {http://www.microsoft.com/Windows/Diagnosis/PCA/events}ProcessId  \\\n",
       "0                                                               NaN   \n",
       "1                                                               NaN   \n",
       "2                                                               NaN   \n",
       "3                                                               NaN   \n",
       "4                                                               NaN   \n",
       "\n",
       "  {http://www.microsoft.com/Windows/Diagnosis/PCA/events}StartTime  Catalog  \\\n",
       "0                                                              NaN      NaN   \n",
       "1                                                              NaN      NaN   \n",
       "2                                                              NaN      NaN   \n",
       "3                                                              NaN      NaN   \n",
       "4                                                              NaN      NaN   \n",
       "\n",
       "   Category GUID Installer LSPName string string2  string3 Consumer  \\\n",
       "0       NaN  NaN       NaN     NaN    NaN     NaN      NaN      NaN   \n",
       "1       NaN  NaN       NaN     NaN    NaN     NaN      NaN      NaN   \n",
       "2       NaN  NaN       NaN     NaN    NaN     NaN      NaN      NaN   \n",
       "3       NaN  NaN       NaN     NaN    NaN     NaN      NaN      NaN   \n",
       "4       NaN  NaN       NaN     NaN    NaN     NaN      NaN      NaN   \n",
       "\n",
       "  Destination EventNamespace Filter Operation Query Type SidList SourceSid  \\\n",
       "0         NaN            NaN    NaN       NaN   NaN  NaN     NaN       NaN   \n",
       "1         NaN            NaN    NaN       NaN   NaN  NaN     NaN       NaN   \n",
       "2         NaN            NaN    NaN       NaN   NaN  NaN     NaN       NaN   \n",
       "3         NaN            NaN    NaN       NaN   NaN  NaN     NaN       NaN   \n",
       "4         NaN            NaN    NaN       NaN   NaN  NaN     NaN       NaN   \n",
       "\n",
       "  SourceUserName Service Hash Archived IsExecutable QueryName QueryResults  \\\n",
       "0            NaN     NaN  NaN      NaN          NaN       NaN          NaN   \n",
       "1            NaN     NaN  NaN      NaN          NaN       NaN          NaN   \n",
       "2            NaN     NaN  NaN      NaN          NaN       NaN          NaN   \n",
       "3            NaN     NaN  NaN      NaN          NaN       NaN          NaN   \n",
       "4            NaN     NaN  NaN      NaN          NaN       NaN          NaN   \n",
       "\n",
       "   QueryStatus DisabledPrivilegeList EnabledPrivilegeList  \n",
       "0          NaN                   NaN                  NaN  \n",
       "1          NaN                   NaN                  NaN  \n",
       "2          NaN                   NaN                  NaN  \n",
       "3          NaN                   NaN                  NaN  \n",
       "4          NaN                   NaN                  NaN  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Unnamed: 0</th>\n      <th>AuthenticationPackageName</th>\n      <th>Channel</th>\n      <th>Computer</th>\n      <th>EVTX_FileName</th>\n      <th>EVTX_Tactic</th>\n      <th>EventID</th>\n      <th>EventRecordID</th>\n      <th>Guid</th>\n      <th>IpAddress</th>\n      <th>IpPort</th>\n      <th>KeyLength</th>\n      <th>Keywords</th>\n      <th>Level</th>\n      <th>LmPackageName</th>\n      <th>LogonGuid</th>\n      <th>LogonProcessName</th>\n      <th>LogonType</th>\n      <th>ProviderName</th>\n      <th>Opcode</th>\n      <th>ProcessID</th>\n      <th>ProcessId</th>\n      <th>ProcessName</th>\n      <th>SubjectDomainName</th>\n      <th>SubjectLogonId</th>\n      <th>SubjectUserName</th>\n      <th>SubjectUserSid</th>\n      <th>SystemTime</th>\n      <th>TargetDomainName</th>\n      <th>TargetLogonId</th>\n      <th>TargetUserName</th>\n      <th>TargetUserSid</th>\n      <th>Task</th>\n      <th>ThreadID</th>\n      <th>TransmittedServices</th>\n      <th>UserID</th>\n      <th>Version</th>\n      <th>WorkstationName</th>\n      <th>{Event_NS}EventXML</th>\n      <th>{Event_NS}Param1</th>\n      <th>{Event_NS}Param2</th>\n      <th>{Event_NS}Param3</th>\n      <th>{Event_NS}listenerName</th>\n      <th>Application</th>\n      <th>CommandLine</th>\n      <th>DestAddress</th>\n      <th>DestPort</th>\n      <th>Direction</th>\n      <th>FilterRTID</th>\n      <th>LayerName</th>\n      <th>LayerRTID</th>\n      <th>NewProcessId</th>\n      <th>NewProcessName</th>\n      <th>PrivilegeList</th>\n      <th>Protocol</th>\n      <th>RemoteMachineID</th>\n      <th>RemoteUserID</th>\n      <th>SourceAddress</th>\n      <th>SourcePort</th>\n      <th>TargetInfo</th>\n      <th>TargetLogonGuid</th>\n      <th>TargetServerName</th>\n      <th>TokenElevationType</th>\n      <th>{http://manifests.microsoft.com/win/2004/08/windows/eventlog}LogFileCleared</th>\n      <th>{http://manifests.microsoft.com/win/2004/08/windows/eventlog}SubjectDomainName</th>\n      <th>{http://manifests.microsoft.com/win/2004/08/windows/eventlog}SubjectLogonId</th>\n      <th>{http://manifests.microsoft.com/win/2004/08/windows/eventlog}SubjectUserName</th>\n      <th>{http://manifests.microsoft.com/win/2004/08/windows/eventlog}SubjectUserSid</th>\n      <th>Company</th>\n      <th>CurrentDirectory</th>\n      <th>Description</th>\n      <th>DestinationHostname</th>\n      <th>DestinationIp</th>\n      <th>DestinationIsIpv6</th>\n      <th>DestinationPort</th>\n      <th>DestinationPortName</th>\n      <th>FileVersion</th>\n      <th>Hashes</th>\n      <th>Image</th>\n      <th>ImageLoaded</th>\n      <th>Initiated</th>\n      <th>IntegrityLevel</th>\n      <th>LogonId</th>\n      <th>ParentCommandLine</th>\n      <th>ParentImage</th>\n      <th>ParentProcessGuid</th>\n      <th>ParentProcessId</th>\n      <th>ProcessGuid</th>\n      <th>Product</th>\n      <th>RuleName</th>\n      <th>Signature</th>\n      <th>SignatureStatus</th>\n      <th>Signed</th>\n      <th>SourceHostname</th>\n      <th>SourceIp</th>\n      <th>SourceIsIpv6</th>\n      <th>SourcePortName</th>\n      <th>TerminalSessionId</th>\n      <th>User</th>\n      <th>UtcTime</th>\n      <th>Status</th>\n      <th>Workstation</th>\n      <th>AccessList</th>\n      <th>AccessMask</th>\n      <th>AccountExpires</th>\n      <th>AdditionalInfo</th>\n      <th>AdditionalInfo2</th>\n      <th>AllowedToDelegateTo</th>\n      <th>AppCorrelationID</th>\n      <th>AttributeLDAPDisplayName</th>\n      <th>AttributeSyntaxOID</th>\n      <th>AttributeValue</th>\n      <th>AuditPolicyChanges</th>\n      <th>CategoryId</th>\n      <th>ComputerAccountChange</th>\n      <th>DSName</th>\n      <th>DSType</th>\n      <th>DisplayName</th>\n      <th>DnsHostName</th>\n      <th>Dummy</th>\n      <th>HandleId</th>\n      <th>HomeDirectory</th>\n      <th>HomePath</th>\n      <th>LogonHours</th>\n      <th>NewUacValue</th>\n      <th>ObjectClass</th>\n      <th>ObjectDN</th>\n      <th>ObjectGUID</th>\n      <th>ObjectName</th>\n      <th>ObjectServer</th>\n      <th>ObjectType</th>\n      <th>OldUacValue</th>\n      <th>OpCorrelationID</th>\n      <th>OperationType</th>\n      <th>PasswordLastSet</th>\n      <th>PrimaryGroupId</th>\n      <th>ProfilePath</th>\n      <th>Properties</th>\n      <th>SamAccountName</th>\n      <th>ScriptPath</th>\n      <th>ServicePrincipalNames</th>\n      <th>SidHistory</th>\n      <th>SubcategoryGuid</th>\n      <th>SubcategoryId</th>\n      <th>TargetSid</th>\n      <th>TaskContentNew</th>\n      <th>TaskName</th>\n      <th>UserAccountControl</th>\n      <th>UserParameters</th>\n      <th>UserPrincipalName</th>\n      <th>UserWorkstations</th>\n      <th>CallTrace</th>\n      <th>Configuration</th>\n      <th>ConfigurationFileHash</th>\n      <th>CreationUtcTime</th>\n      <th>EventType</th>\n      <th>GrantedAccess</th>\n      <th>SchemaVersion</th>\n      <th>SourceImage</th>\n      <th>SourceProcessGUID</th>\n      <th>SourceProcessId</th>\n      <th>SourceThreadId</th>\n      <th>State</th>\n      <th>TargetFilename</th>\n      <th>TargetImage</th>\n      <th>TargetObject</th>\n      <th>TargetProcessGUID</th>\n      <th>TargetProcessId</th>\n      <th>ElevatedToken</th>\n      <th>FailureReason</th>\n      <th>ImpersonationLevel</th>\n      <th>RestrictedAdminMode</th>\n      <th>SubStatus</th>\n      <th>TargetLinkedLogonId</th>\n      <th>TargetOutboundDomainName</th>\n      <th>TargetOutboundUserName</th>\n      <th>VirtualAccount</th>\n      <th>AccessReason</th>\n      <th>ResourceAttributes</th>\n      <th>RestrictedSidCount</th>\n      <th>TransactionId</th>\n      <th>NewThreadId</th>\n      <th>SourceProcessGuid</th>\n      <th>StartAddress</th>\n      <th>StartFunction</th>\n      <th>StartModule</th>\n      <th>TargetProcessGuid</th>\n      <th>RelativeTargetName</th>\n      <th>ShareLocalPath</th>\n      <th>ShareName</th>\n      <th>Binary</th>\n      <th>CertIssuerName</th>\n      <th>CertSerialNumber</th>\n      <th>CertThumbprint</th>\n      <th>PreAuthType</th>\n      <th>ServiceName</th>\n      <th>ServiceSid</th>\n      <th>TicketEncryptionType</th>\n      <th>TicketOptions</th>\n      <th>EVENT_PROCESSTERMINATION_CROSSPROCESS</th>\n      <th>EventSourceName</th>\n      <th>param1</th>\n      <th>param2</th>\n      <th>param3</th>\n      <th>param4</th>\n      <th>MessageNumber</th>\n      <th>MessageTotal</th>\n      <th>Path</th>\n      <th>ScriptBlockId</th>\n      <th>ScriptBlockText</th>\n      <th>NewState</th>\n      <th>OriginalFileName</th>\n      <th>ResourceManager</th>\n      <th>PackageName</th>\n      <th>Details</th>\n      <th>PipeName</th>\n      <th>{http://manifests.microsoft.com/win/2004/08/windows/eventlog}BackupPath</th>\n      <th>{http://manifests.microsoft.com/win/2004/08/windows/eventlog}Channel</th>\n      <th>AdvancedOptions</th>\n      <th>ConfigAccessPolicy</th>\n      <th>DisableIntegrityChecks</th>\n      <th>FlightSigning</th>\n      <th>HypervisorDebug</th>\n      <th>HypervisorLaunchType</th>\n      <th>HypervisorLoadOptions</th>\n      <th>KernelDebug</th>\n      <th>LoadOptions</th>\n      <th>RemoteEventLogging</th>\n      <th>TestSigning</th>\n      <th>VsmLaunchType</th>\n      <th>PreviousCreationUtcTime</th>\n      <th>CallerProcessId</th>\n      <th>CallerProcessName</th>\n      <th>{http://www.microsoft.com/Windows/Diagnosis/PCA/events}ExePath</th>\n      <th>{http://www.microsoft.com/Windows/Diagnosis/PCA/events}ResolverFiredEvent</th>\n      <th>{http://www.microsoft.com/Windows/Diagnosis/PCA/events}ResolverName</th>\n      <th>TaskContent</th>\n      <th>AdditionalInfoHr</th>\n      <th>Id</th>\n      <th>PeerContextInfo</th>\n      <th>bandwidthLimit</th>\n      <th>bytesTotal</th>\n      <th>bytesTransferred</th>\n      <th>bytesTransferredFromPeer</th>\n      <th>fileCount</th>\n      <th>fileLength</th>\n      <th>fileTime</th>\n      <th>hr</th>\n      <th>ignoreBandwidthLimitsOnLan</th>\n      <th>isRoaming</th>\n      <th>jobId</th>\n      <th>jobName</th>\n      <th>jobOwner</th>\n      <th>jobTitle</th>\n      <th>name</th>\n      <th>peer</th>\n      <th>peerProtocolFlags</th>\n      <th>processId</th>\n      <th>processPath</th>\n      <th>proxy</th>\n      <th>transferId</th>\n      <th>url</th>\n      <th>ClientIP</th>\n      <th>ConnType</th>\n      <th>ConnectionName</th>\n      <th>FirstGraphicsReceived</th>\n      <th>GfxChannelOpened</th>\n      <th>MonitorHeight</th>\n      <th>MonitorNum</th>\n      <th>MonitorWidth</th>\n      <th>MonitorX</th>\n      <th>MonitorY</th>\n      <th>PromptForCredentials</th>\n      <th>PromptForCredentialsDone</th>\n      <th>ServerName</th>\n      <th>TimezoneBiasHour</th>\n      <th>param10</th>\n      <th>param11</th>\n      <th>param5</th>\n      <th>param6</th>\n      <th>param7</th>\n      <th>param8</th>\n      <th>param9</th>\n      <th>AccountName</th>\n      <th>ImagePath</th>\n      <th>ServiceType</th>\n      <th>StartType</th>\n      <th>ErrorCode</th>\n      <th>EventPayload</th>\n      <th>authenticationMechanism</th>\n      <th>username</th>\n      <th>MemberName</th>\n      <th>MemberSid</th>\n      <th>{http://www.microsoft.com/Windows/Diagnosis/PCA/events}CompatibilityFixEvent</th>\n      <th>{http://www.microsoft.com/Windows/Diagnosis/PCA/events}FixID</th>\n      <th>{http://www.microsoft.com/Windows/Diagnosis/PCA/events}FixName</th>\n      <th>{http://www.microsoft.com/Windows/Diagnosis/PCA/events}Flags</th>\n      <th>{http://www.microsoft.com/Windows/Diagnosis/PCA/events}ProcessId</th>\n      <th>{http://www.microsoft.com/Windows/Diagnosis/PCA/events}StartTime</th>\n      <th>Catalog</th>\n      <th>Category</th>\n      <th>GUID</th>\n      <th>Installer</th>\n      <th>LSPName</th>\n      <th>string</th>\n      <th>string2</th>\n      <th>string3</th>\n      <th>Consumer</th>\n      <th>Destination</th>\n      <th>EventNamespace</th>\n      <th>Filter</th>\n      <th>Operation</th>\n      <th>Query</th>\n      <th>Type</th>\n      <th>SidList</th>\n      <th>SourceSid</th>\n      <th>SourceUserName</th>\n      <th>Service</th>\n      <th>Hash</th>\n      <th>Archived</th>\n      <th>IsExecutable</th>\n      <th>QueryName</th>\n      <th>QueryResults</th>\n      <th>QueryStatus</th>\n      <th>DisabledPrivilegeList</th>\n      <th>EnabledPrivilegeList</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>Negotiate</td>\n      <td>Security</td>\n      <td>PC02.example.corp</td>\n      <td>DE_RDP_Tunneling_4624.evtx</td>\n      <td>Command and Control</td>\n      <td>4624</td>\n      <td>5278</td>\n      <td>{54849625-5478-4994-a5ba-3e3b0328c30d}</td>\n      <td>-</td>\n      <td>-</td>\n      <td>0.0</td>\n      <td>0x8020000000000000</td>\n      <td>0</td>\n      <td>-</td>\n      <td>{00000000-0000-0000-0000-000000000000}</td>\n      <td>Advapi</td>\n      <td>5.0</td>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>0.0</td>\n      <td>480.0</td>\n      <td>0x000001d4</td>\n      <td>C:\\Windows\\System32\\services.exe</td>\n      <td>EXAMPLE</td>\n      <td>0x00000000000003e7</td>\n      <td>PC02$</td>\n      <td>S-1-5-18</td>\n      <td>2019-02-13 15:14:52.409735</td>\n      <td>NT AUTHORITY</td>\n      <td>0x00000000000003e7</td>\n      <td>SYSTEM</td>\n      <td>S-1-5-18</td>\n      <td>12544</td>\n      <td>1716.0</td>\n      <td>-</td>\n      <td>NaN</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td></td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1</td>\n      <td>-</td>\n      <td>Security</td>\n      <td>PC02.example.corp</td>\n      <td>DE_RDP_Tunneling_4624.evtx</td>\n      <td>Command and Control</td>\n      <td>4624</td>\n      <td>5281</td>\n      <td>{54849625-5478-4994-a5ba-3e3b0328c30d}</td>\n      <td>-</td>\n      <td>-</td>\n      <td>0.0</td>\n      <td>0x8020000000000000</td>\n      <td>0</td>\n      <td>-</td>\n      <td>{00000000-0000-0000-0000-000000000000}</td>\n      <td>-</td>\n      <td>0.0</td>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>0.0</td>\n      <td>480.0</td>\n      <td>0x00000004</td>\n      <td>NaN</td>\n      <td>-</td>\n      <td>0x0000000000000000</td>\n      <td>-</td>\n      <td>S-1-0-0</td>\n      <td>2019-02-13 15:15:04.175283</td>\n      <td>NT AUTHORITY</td>\n      <td>0x00000000000003e7</td>\n      <td>SYSTEM</td>\n      <td>S-1-5-18</td>\n      <td>12544</td>\n      <td>484.0</td>\n      <td>-</td>\n      <td>NaN</td>\n      <td>0.0</td>\n      <td>-</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td></td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2</td>\n      <td>Negotiate</td>\n      <td>Security</td>\n      <td>PC02.example.corp</td>\n      <td>DE_RDP_Tunneling_4624.evtx</td>\n      <td>Command and Control</td>\n      <td>4624</td>\n      <td>5283</td>\n      <td>{54849625-5478-4994-a5ba-3e3b0328c30d}</td>\n      <td>-</td>\n      <td>-</td>\n      <td>0.0</td>\n      <td>0x8020000000000000</td>\n      <td>0</td>\n      <td>-</td>\n      <td>{00000000-0000-0000-0000-000000000000}</td>\n      <td>Advapi</td>\n      <td>5.0</td>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>0.0</td>\n      <td>480.0</td>\n      <td>0x000001d0</td>\n      <td>C:\\Windows\\System32\\services.exe</td>\n      <td>EXAMPLE</td>\n      <td>0x00000000000003e7</td>\n      <td>PC02$</td>\n      <td>S-1-5-18</td>\n      <td>2019-02-13 15:15:04.635946</td>\n      <td>NT AUTHORITY</td>\n      <td>0x00000000000003e7</td>\n      <td>SYSTEM</td>\n      <td>S-1-5-18</td>\n      <td>12544</td>\n      <td>516.0</td>\n      <td>-</td>\n      <td>NaN</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td></td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>3</td>\n      <td>Negotiate</td>\n      <td>Security</td>\n      <td>PC02.example.corp</td>\n      <td>DE_RDP_Tunneling_4624.evtx</td>\n      <td>Command and Control</td>\n      <td>4624</td>\n      <td>5285</td>\n      <td>{54849625-5478-4994-a5ba-3e3b0328c30d}</td>\n      <td>-</td>\n      <td>-</td>\n      <td>0.0</td>\n      <td>0x8020000000000000</td>\n      <td>0</td>\n      <td>-</td>\n      <td>{00000000-0000-0000-0000-000000000000}</td>\n      <td>Advapi</td>\n      <td>5.0</td>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>0.0</td>\n      <td>480.0</td>\n      <td>0x000001d0</td>\n      <td>C:\\Windows\\System32\\services.exe</td>\n      <td>EXAMPLE</td>\n      <td>0x00000000000003e7</td>\n      <td>PC02$</td>\n      <td>S-1-5-18</td>\n      <td>2019-02-13 15:15:04.911343</td>\n      <td>NT AUTHORITY</td>\n      <td>0x00000000000003e4</td>\n      <td>NETWORK SERVICE</td>\n      <td>S-1-5-20</td>\n      <td>12544</td>\n      <td>516.0</td>\n      <td>-</td>\n      <td>NaN</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td></td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4</td>\n      <td>Negotiate</td>\n      <td>Security</td>\n      <td>PC02.example.corp</td>\n      <td>DE_RDP_Tunneling_4624.evtx</td>\n      <td>Command and Control</td>\n      <td>4624</td>\n      <td>5287</td>\n      <td>{54849625-5478-4994-a5ba-3e3b0328c30d}</td>\n      <td>-</td>\n      <td>-</td>\n      <td>0.0</td>\n      <td>0x8020000000000000</td>\n      <td>0</td>\n      <td>-</td>\n      <td>{00000000-0000-0000-0000-000000000000}</td>\n      <td>Advapi</td>\n      <td>5.0</td>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>0.0</td>\n      <td>480.0</td>\n      <td>0x000001d0</td>\n      <td>C:\\Windows\\System32\\services.exe</td>\n      <td>EXAMPLE</td>\n      <td>0x00000000000003e7</td>\n      <td>PC02$</td>\n      <td>S-1-5-18</td>\n      <td>2019-02-13 15:15:05.065565</td>\n      <td>NT AUTHORITY</td>\n      <td>0x00000000000003e5</td>\n      <td>LOCAL SERVICE</td>\n      <td>S-1-5-19</td>\n      <td>12544</td>\n      <td>516.0</td>\n      <td>-</td>\n      <td>NaN</td>\n      <td>0.0</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td></td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 49
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "source": [
    "## Generating Sankey Diagram\n",
    "This part will be dedicated to putting together a Sankey Diagram that groups EventID, ProviderNAme and Tactic in one responsive visialisation. In the example bellow we will be focusing only on EventID 5145 you can do basically the same thing with any field you want.\n",
    "> Reference : https://datavizardry.org/portfolio/sankey-diagram/"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creatinf new DataFrame for Sankey Diagram with only needed columns\n",
    "sankey_viz = appended_data[['EventID', 'ProviderName', 'EVTX_Tactic']]\n",
    "# Creating a specific DataFrame to focus only EventID 5145\n",
    "EID_5145 = sankey_viz.loc[sankey_viz['EventID'] == '5145']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "    EventID                         ProviderName        EVTX_Tactic\n",
       "543    5145  Microsoft-Windows-Security-Auditing  Credential Access\n",
       "651    5145  Microsoft-Windows-Security-Auditing  Credential Access\n",
       "653    5145  Microsoft-Windows-Security-Auditing  Credential Access\n",
       "898    5145  Microsoft-Windows-Security-Auditing    Defense Evasion\n",
       "902    5145  Microsoft-Windows-Security-Auditing    Defense Evasion"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>EventID</th>\n      <th>ProviderName</th>\n      <th>EVTX_Tactic</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>543</th>\n      <td>5145</td>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>Credential Access</td>\n    </tr>\n    <tr>\n      <th>651</th>\n      <td>5145</td>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>Credential Access</td>\n    </tr>\n    <tr>\n      <th>653</th>\n      <td>5145</td>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>Credential Access</td>\n    </tr>\n    <tr>\n      <th>898</th>\n      <td>5145</td>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>Defense Evasion</td>\n    </tr>\n    <tr>\n      <th>902</th>\n      <td>5145</td>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>Defense Evasion</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 88
    }
   ],
   "source": [
    "EID_5145.head()"
   ]
  },
  {
   "source": [
    "## Sankey Diagram DataFrames\n",
    "Creating source – destination pairs to be joined later"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "  EventID                         ProviderName  EVTX_Tactic\n",
       "0    5145  Microsoft-Windows-Security-Auditing          950"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>EventID</th>\n      <th>ProviderName</th>\n      <th>EVTX_Tactic</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>5145</td>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>950</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 91
    }
   ],
   "source": [
    "df1=EID_5145.groupby(['EventID', 'ProviderName'], as_index=False)['EVTX_Tactic'].count()\n",
    "df1.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "  EventID           EVTX_Tactic  ProviderName\n",
       "0    5145     Credential Access             3\n",
       "1    5145       Defense Evasion             2\n",
       "2    5145             Discovery            15\n",
       "3    5145      Lateral Movement           929\n",
       "4    5145  Privilege Escalation             1"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>EventID</th>\n      <th>EVTX_Tactic</th>\n      <th>ProviderName</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>5145</td>\n      <td>Credential Access</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>5145</td>\n      <td>Defense Evasion</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>5145</td>\n      <td>Discovery</td>\n      <td>15</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>5145</td>\n      <td>Lateral Movement</td>\n      <td>929</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5145</td>\n      <td>Privilege Escalation</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 92
    }
   ],
   "source": [
    "df2=EID_5145.groupby(['EventID', 'EVTX_Tactic'], as_index=False)['ProviderName'].count()\n",
    "df2.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                          ProviderName           EVTX_Tactic  EventID\n",
       "0  Microsoft-Windows-Security-Auditing     Credential Access        3\n",
       "1  Microsoft-Windows-Security-Auditing       Defense Evasion        2\n",
       "2  Microsoft-Windows-Security-Auditing             Discovery       15\n",
       "3  Microsoft-Windows-Security-Auditing      Lateral Movement      929\n",
       "4  Microsoft-Windows-Security-Auditing  Privilege Escalation        1"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>ProviderName</th>\n      <th>EVTX_Tactic</th>\n      <th>EventID</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>Credential Access</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>Defense Evasion</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>Discovery</td>\n      <td>15</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>Lateral Movement</td>\n      <td>929</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>Privilege Escalation</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 93
    }
   ],
   "source": [
    "df3=EID_5145.groupby(['ProviderName', 'EVTX_Tactic'], as_index=False)['EventID'].count()\n",
    "df3.head(20)"
   ]
  },
  {
   "source": [
    "Each of the above data-frames have different column headers. Since we eventually want to append all of these in one data-frame, it would help us if we have common column header for each of these."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                                     a                                    b  \\\n",
       "0                                 5145  Microsoft-Windows-Security-Auditing   \n",
       "0                                 5145                    Credential Access   \n",
       "1                                 5145                      Defense Evasion   \n",
       "2                                 5145                            Discovery   \n",
       "3                                 5145                     Lateral Movement   \n",
       "4                                 5145                 Privilege Escalation   \n",
       "0  Microsoft-Windows-Security-Auditing                    Credential Access   \n",
       "1  Microsoft-Windows-Security-Auditing                      Defense Evasion   \n",
       "2  Microsoft-Windows-Security-Auditing                            Discovery   \n",
       "3  Microsoft-Windows-Security-Auditing                     Lateral Movement   \n",
       "4  Microsoft-Windows-Security-Auditing                 Privilege Escalation   \n",
       "\n",
       "   Count  \n",
       "0    950  \n",
       "0      3  \n",
       "1      2  \n",
       "2     15  \n",
       "3    929  \n",
       "4      1  \n",
       "0      3  \n",
       "1      2  \n",
       "2     15  \n",
       "3    929  \n",
       "4      1  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>a</th>\n      <th>b</th>\n      <th>Count</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>5145</td>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>950</td>\n    </tr>\n    <tr>\n      <th>0</th>\n      <td>5145</td>\n      <td>Credential Access</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>5145</td>\n      <td>Defense Evasion</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>5145</td>\n      <td>Discovery</td>\n      <td>15</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>5145</td>\n      <td>Lateral Movement</td>\n      <td>929</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>5145</td>\n      <td>Privilege Escalation</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>0</th>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>Credential Access</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>Defense Evasion</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>Discovery</td>\n      <td>15</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>Lateral Movement</td>\n      <td>929</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>Microsoft-Windows-Security-Auditing</td>\n      <td>Privilege Escalation</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 94
    }
   ],
   "source": [
    "df1.columns = ['a', 'b', 'Count']\n",
    "df2.columns = ['a', 'b', 'Count']\n",
    "df3.columns = ['a', 'b', 'Count']\n",
    "df4 = df1.append(df2)\n",
    "df5 = df4.append(df3)\n",
    "df5"
   ]
  },
  {
   "source": [
    "Defining the Sankey function"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "import plotly\n",
    "#import chart_studio.plotly\n",
    "import chart_studio.plotly as py\n",
    "\n",
    "def genSankey(df,cat_cols=[],value_cols='',title='Sankey Diagram'):\n",
    "    # maximum of 6 value cols -> 6 colors\n",
    "    colorPalette = ['#E35BBC','#4B8BBE','#D6D6D6','#306998']\n",
    "    labelList = []\n",
    "    colorNumList = []\n",
    "    for catCol in cat_cols:\n",
    "        labelListTemp =  list(set(df[catCol].values))\n",
    "        colorNumList.append(len(labelListTemp))\n",
    "        labelList = labelList + labelListTemp\n",
    "        \n",
    "    # remove duplicates from labelList\n",
    "    labelList = list(dict.fromkeys(labelList))\n",
    "    \n",
    "    # define colors based on number of levels\n",
    "    colorList = []\n",
    "    for idx, colorNum in enumerate(colorNumList):\n",
    "        colorList = colorList + [colorPalette[idx]]*colorNum\n",
    "        \n",
    "    # transform df into a source-target pair\n",
    "    for i in range(len(cat_cols)-1):\n",
    "        if i==0:\n",
    "            sourceTargetDf = df[[cat_cols[i],cat_cols[i+1],value_cols]]\n",
    "            sourceTargetDf.columns = ['source','target','count']\n",
    "        else:\n",
    "            tempDf = df[[cat_cols[i],cat_cols[i+1],value_cols]]\n",
    "            tempDf.columns = ['source','target','count']\n",
    "            sourceTargetDf = pd.concat([sourceTargetDf,tempDf])\n",
    "        sourceTargetDf = sourceTargetDf.groupby(['source','target']).agg({'count':'sum'}).reset_index()\n",
    "        \n",
    "    # add index for source-target pair\n",
    "    sourceTargetDf['sourceID'] = sourceTargetDf['source'].apply(lambda x: labelList.index(x))\n",
    "    sourceTargetDf['targetID'] = sourceTargetDf['target'].apply(lambda x: labelList.index(x))\n",
    "    \n",
    "    # creating the sankey diagram\n",
    "    data = dict(\n",
    "        type='sankey',\n",
    "        node = dict(\n",
    "          pad = 15,\n",
    "          thickness = 20,\n",
    "          line = dict(\n",
    "            color = \"black\",\n",
    "            width = 0.5\n",
    "          ),\n",
    "          label = labelList,\n",
    "          color = colorList\n",
    "        ),\n",
    "        link = dict(\n",
    "          source = sourceTargetDf['sourceID'],\n",
    "          target = sourceTargetDf['targetID'],\n",
    "          value = sourceTargetDf['count']\n",
    "        )\n",
    "      )\n",
    "    \n",
    "    layout =  dict(\n",
    "        title = title,\n",
    "        font = dict(\n",
    "          size = 10\n",
    "        )\n",
    "    )\n",
    "       \n",
    "    fig = dict(data=[data], layout=layout)\n",
    "    return fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "'temp-plot.html'"
      ]
     },
     "metadata": {},
     "execution_count": 100
    }
   ],
   "source": [
    "# Generate a SNAKEY Visualization\n",
    "fig = genSankey(df5,cat_cols=['a','b'],value_cols='Count',title='EVTX Samples Sankey Diagram')\n",
    "plotly.offline.plot(fig, validate=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}